Your standing reference for 100 non-Bay Area companies with no qualifying signal this cycle. When a name from this list surfaces — recruiter ping, funding announcement, LinkedIn post — find the entry. The score, the proof route, and the trigger condition are already here. Do not research from scratch.
Seven companies from the broader screening pool migrated to Active before publication: Headway, Stepful, Parachute Health, Nourish, n8n, AlphaSense, and Factorial. They do not appear below. Four others have current senior design postings restricted to non-Bay geographies: Wise (Austin-specific), Monzo (UK), Duolingo (New York-specific), and Revolut (non-US). Monzo and Revolut appear below with geographic expansion as the named trigger. Wise and Duolingo are excluded — both postings are city-locked with no evidence of remote eligibility.
The prior dormant inventory was Bay Area-dominated. The Off the Map — 15 introduced the geographic-outsider category. This list replaces both for non-Bay companies, adds rubric scores and company-specific portfolio matches, and names the trigger urgency level the earlier versions lacked.
All 100 entries were verified signal-free as of August 29, 2026.
Every company below is headquartered outside the Bay Area. Each entry flags whether US-remote or Bay-eligible design hiring has been confirmed. Where it hasn't, geographic eligibility is unresolved — confirm location before outreach.
Vertical AI in Healthcare
Your strongest portfolio alignment across the entire bench. Agentic AI is entering clinical documentation, utilization management, referral routing, and patient billing — delegated action in consequential domains. The Trust essay framework and Carrier IQ production proof separate you from candidates who've designed AI features but never designed trust boundaries around them. Most of these companies have no publicly visible design executive. The first hire defines the function. Abridge and OpenEvidence score highest; Regard and Tennr are smaller but the function-defining window is real.
1. Abridge. Clinician-intelligence platform generating clinical documentation, billing codes, and draft orders from patient encounters, integrated with EHR systems.
- Stage / Size / Capital: Late private; ~579 employees.
- Offices: Pittsburgh, Philadelphia. US-remote design hiring not confirmed.
- Value chain: Vertically integrated clinical application. Value concentrates at the EHR integration layer where generated clinical content enters the medical record. The product proposes clinical actions — in-visit suggestions and draft orders moved it beyond passive documentation in 2026.
- Signals: VP Product hired January 2026; platform expanded into billing and orders. No product-design leadership posting found.
- Tier: Healthcare/Regulated. Read Healthcare/Regulated Tier Playbook when trigger fires.
- Rubric: Company 10/12 (AI 3, Stage 2, Design 2, Trajectory 3). Role 12/15 speculative (Comp 2, Scope 2, Craft 2, AI 3, Portfolio 3).
- Portfolio match: Abridge's hardest design problem is the sign-or-revise surface — a clinician reviewing AI-generated documentation, billing codes, and orders before they enter the permanent medical record. The Carrier IQ quote-automation flow is the closest analog: an underwriter reviews AI-assembled evidence before a binding coverage decision. Lead with how you designed the decision gate between machine-assembled output and human commitment. You shipped this pattern (generated output → human review → consequential action) in production at Agentic Labs.
- Verdict: Ignore-until-trigger. Trigger: Staff+ or Director+ product design posting, OR current VP Product posts a design hiring signal. Confirm Bay Area eligibility. Urgency if triggered: Act within 14 days.
2. Cohere Health. Payer operations platform spanning utilization management, appeals, payment accuracy, and care management for health plans.
- Stage / Size / Capital: Late private; Boston HQ.
- Offices: Boston. US-remote status not confirmed for design.
- Value chain: Midstream payer operations. Cohere Unify extended agentic AI into appeals, claims, and quality in June 2026 — the product identifies evidence for human reviewers and preserves decision auditability.
- Signals: June 2026 Unify expansion. No design leadership posting found.
- Tier: Healthcare/Regulated. Read Healthcare/Regulated Tier Playbook when trigger fires.
- Rubric: Company 8/12 (AI 3, Stage 2, Design 1, Trajectory 2). Role 12/15 speculative (Comp 2, Scope 2, Craft 2, AI 3, Portfolio 3).
- Portfolio match: The determination-review surface — AI assembles clinical evidence, a human reviewer approves or denies coverage — maps to the Trust essay's Verify handoff. The specific proof point is the Red Cross disbursement system ($847K disbursed, 6 systems→1, completed as Product Design Director at BCG DV): you consolidated fragmented information sources into a single decision surface where a human could act with confidence. At Cohere, the fragmented sources are clinical records, policy rules, and appeal history. Same consolidation problem, different domain, same consequence level.
- Verdict: Ignore-until-trigger. Trigger: Head of Design or Staff+ product design posting, OR a new CPO/VP Product hire whose prior org included design. Urgency if triggered: Act within 21 days.
3. OpenEvidence. Clinical search and answer application grounded in licensed medical literature, returning synthesized clinical answers with citations.
- Stage / Size / Capital: Series D; ~$700M+ raised; Cambridge HQ.
- Offices: Cambridge, MA. US-remote design hiring not confirmed.
- Value chain: Downstream clinical application. The product's value depends on whether a clinician can inspect relevance, freshness, and source authority before acting on a synthesized answer.
- Signals: January 2026 financing ($225–250M). No design leadership posting found.
- Tier: Healthcare/Regulated. Read Healthcare/Regulated Tier Playbook when trigger fires.
- Rubric: Company 10/12 (AI 3, Stage 3, Design 1, Trajectory 3). Role 10/15 speculative (Comp 2, Scope 2, Craft 2, AI 2, Portfolio 2).
- Portfolio match: The design problem is provenance inspection — can a clinician evaluate whether the cited sources support the synthesized answer before acting on it? Carrier IQ's provenance-tracking pattern is the match: an underwriter traces how a quote was assembled from source documents. You designed the "show your work" layer that lets a professional verify AI-assembled evidence against source material. That layer exists in your portfolio as shipped production work.
- Verdict: Ignore-until-trigger. Trigger: First product-design leadership hire or posting. High company score — monitor closely. Urgency if triggered: Act within 14 days.
4. Cedar. Patient financial platform connecting billing, payment, and provider revenue-cycle operations with AI-powered personalization.
- Stage / Size / Capital: Late private; New York HQ.
- Offices: New York. US-remote design hiring not confirmed.
- Value chain: Downstream patient-financial application. Cedar Intelligence uses 80+ patient attributes to personalize billing; its August 2026 Kora announcement described an agentic financial-resolution platform.
- Signals: August 2026 Kora announcement. No design leadership posting found.
- Tier: Healthcare/Regulated. Read Healthcare/Regulated Tier Playbook when trigger fires.
- Rubric: Company 8/12 (AI 2, Stage 2, Design 2, Trajectory 2). Role 11/15 speculative (Comp 2, Scope 2, Craft 2, AI 2, Portfolio 3).
- Portfolio match: Cedar's design problem is the line between helpful personalization and opaque financial pressure — when does an AI-optimized billing journey become coercive? The Allē dual-surface redesign (30M members, 3.2× redemption, $42 CAC, completed as Product Design Director at BCG DV) is the closest match: you balanced business-metric optimization against user experience integrity across two surfaces. What you bring that a pure conversion-design candidate doesn't is the design work that prevents optimization from eroding trust.
- Verdict: Ignore-until-trigger. Trigger: Design leadership posting or Kora-specific product design role. Urgency if triggered: Watch within 21 days; Act if agentic scope is confirmed.
5. Garner Health. Healthcare marketplace steering employees toward high-performing providers using a dataset covering 320M+ patients.
- Stage / Size / Capital: Series E; New York HQ.
- Offices: New York. US-remote status unclear for design.
- Value chain: Downstream marketplace application. The recommendation engine is the product — provider-quality scoring at scale where the design problem is explainability when the recommendation affects which doctor a patient sees and what they pay.
- Signals: No recent design-specific signal. Series E suggests strong trajectory.
- Tier: Healthcare/Regulated. Read Healthcare/Regulated Tier Playbook when trigger fires.
- Rubric: Company 9/12 (AI 2, Stage 3, Design 1, Trajectory 3). Role 10/15 speculative (Comp 2, Scope 2, Craft 2, AI 2, Portfolio 2).
- Portfolio match: The Alibaba.com search and PDP redesign (+20% transactions) is the match: you redesigned how buyers evaluate suppliers on a marketplace where the platform's ranking directly affects business outcomes. Both surfaces must explain a recommendation that carries financial consequences for the user. You've done this at $50B+ GMV scale.
- Verdict: Ignore-until-trigger. Trigger: Head of Design or Staff+ product design posting. Urgency if triggered: Watch within 21 days.
6. Regard. Clinical reasoning application surfacing diagnoses and documentation opportunities to inpatient clinicians.
- Stage / Size / Capital: Growth private; small workforce; Los Angeles HQ.
- Offices: Los Angeles. US-remote design hiring not confirmed.
- Value chain: Downstream clinical application. AI-surfaced diagnostic suggestions meet clinician judgment. Expanded into cardiology and surgery in 2026.
- Signals: 2026 specialty expansion. No design leadership posting found.
- Tier: Healthcare/Regulated. Read Healthcare/Regulated Tier Playbook when trigger fires.
- Rubric: Company 8/12 (AI 3, Stage 2, Design 1, Trajectory 2). Role 10/15 speculative (Comp 1, Scope 2, Craft 2, AI 3, Portfolio 2).
- Portfolio match: Regard's design problem is alert calibration — when does an AI-surfaced diagnosis help a clinician and when does it anchor their judgment? Brand Pulse is the match: you designed a system that surfaces AI-detected signals to a professional who must decide whether to act. The design challenge was preventing the signal from becoming the decision. You've shipped that distinction in production.
- Verdict: Ignore-until-trigger. Small team means early design hire defines the function. Trigger: First design leadership hire or posting. Urgency if triggered: Act within 14 days.
7. Tennr. Referral and document-processing infrastructure connecting referring providers, specialists, and payers.
- Stage / Size / Capital: Series C; New York HQ.
- Offices: New York. US-remote design hiring not confirmed.
- Value chain: Midstream referral infrastructure. Value concentrates at the extraction-and-routing layer where intake staff must see what's missing or uncertain before an automated referral proceeds.
- Signals: No recent public design signal.
- Tier: Healthcare/Regulated. Read Healthcare/Regulated Tier Playbook when trigger fires.
- Rubric: Company 8/12 (AI 3, Stage 2, Design 1, Trajectory 2). Role 9/15 speculative (Comp 1, Scope 2, Craft 2, AI 2, Portfolio 2).
- Portfolio match: Tennr's design problem is completeness verification — can an intake coordinator see what the AI extracted, what it couldn't, and what's missing before a referral moves forward? The mySupply partner-coordination system (6 pharma partners, 100% adoption, completed as Product Design Director at BCG DV) is the match: you designed a multi-party workflow where each participant needed to verify completeness before the next step could proceed. Multi-party regulated workflows, not single-user AI tools.
- Verdict: Ignore-until-trigger. Trigger: Product design posting or design leadership hire. Urgency if triggered: Watch within 21 days.
8–10. Nabla, Truveta, Oshi Health. Lower-scoring healthcare entries. Compressed.
8. Nabla. Clinical documentation and voice layer embedded in EHR products. Paris/New York; Series C; ~194 employees. July 2026 Mac dictation launch. Tier: Healthcare/Regulated. Rubric: Company 8/12 (AI 3, Stage 2, Design 1, Trajectory 2). Role 9/15 speculative. Portfolio match: Equinox+ 0→MVP build (3 months, 5 brands, completed as Product Design Director at BCG DV) — you designed a multi-mode experience under time pressure where user context determined which mode was active. Nabla's ambient vs. deliberate dictation is a parallel mode-management problem. Trigger: US-based product design posting. Geographic confirmation required. Watch within 21 days.
9. Truveta. Real-world clinical data platform serving research and life sciences with data representing 130M patients. Bellevue; private. April 2026 Truveta Intelligence launch. Tier: Healthcare/Regulated. Rubric: Company 7/12 (AI 2, Stage 2, Design 1, Trajectory 2). Role 10/15 speculative. Portfolio match: Alibaba.com search redesign — you designed trust signals into search results where a professional evaluates the reliability of what the platform shows them. Truveta's problem is representativeness disclosure: can a researcher understand whether the data behind an answer is complete, biased, or stale? Trigger: Product design posting or design leadership hire. Watch within 21 days.
10. Oshi Health. Virtual GI clinic combining gastroenterology, nutrition, and behavioral care. New York; Series C. US-remote likely for a virtual clinic. Tier: Healthcare/Regulated. Rubric: Company 6/12 (AI 1, Stage 2, Design 1, Trajectory 2). Role 8/15 speculative. Portfolio match: Red Cross platform (6 systems→1, completed as Product Design Director at BCG DV) — you consolidated fragmented service delivery into a single coherent surface. Oshi's multi-disciplinary care coordination is the same consolidation problem. Trigger: AI product launch that changes the AI centrality score, OR design leadership posting. Company rubric needs to clear 8 before this reaches Act.
Vertical AI in Fintech and Insurance
Two of these ten (Revolut, Monzo) have current senior design postings restricted to non-US geographies. They're here because the trigger is geographic expansion, not role creation. The remaining eight are companies where AI makes consequential financial decisions — identity verification, fraud detection, claims assessment, credit underwriting — and the design problem is the boundary between automated determination and human review. Carrier IQ and the Trust essay lead across this cluster. Alloy and Revolut score highest.
11. Alloy. Identity, fraud, and compliance decision platform for financial institutions.
- Stage / Size / Capital: Late private; New York HQ.
- Offices: New York. US-remote design hiring not confirmed.
- Value chain: Midstream decision infrastructure. Value concentrates where automated identity and fraud decisions affect account access — approve, reject, or escalate.
- Signals: No recent design-specific signal.
- Tier: Growth-stage platform. Read Growth-stage Tier Playbook when trigger fires.
- Rubric: Company 9/12 (AI 2, Stage 2, Design 2, Trajectory 3). Role 11/15 speculative (Comp 2, Scope 2, Craft 2, AI 3, Portfolio 2).
- Portfolio match: Alloy's design problem is decision inspectability — an operations analyst needs to understand why an applicant was approved, rejected, or flagged, and whether the automated decision was correct. Carrier IQ is the direct match: you designed the surface where a human reviews an AI-assembled determination before it becomes binding. The underwriter saw the reasoning, not just the output. You've shipped decision-inspectability UX in a regulated domain where the explanation is a compliance requirement.
- Verdict: Ignore-until-trigger. Trigger: Staff+ or Director+ product design posting. Urgency if triggered: Act within 21 days.
12. Revolut. Banking and payments application with AIR conversational assistant and PRAGMA foundation model.
- Stage / Size / Capital: Late private; XL workforce; London HQ, US entity exists.
- Offices: London (HQ), US operations. No US senior product-design mandate found.
- Value chain: Vertically integrated consumer fintech. AIR can set card controls conversationally — the product delegates financial actions through natural language.
- Signals: April 2026 AIR launch; August 2026 Revolut Research/PRAGMA announcement. No US design leadership posting found.
- Tier: AI-native. Read AI-native Tier Playbook when trigger fires.
- Rubric: Company 9/12 (AI 2, Stage 2, Design 2, Trajectory 3). Role 10/15 speculative (Comp 2, Scope 2, Craft 2, AI 2, Portfolio 2).
- Portfolio match: Revolut's design problem with AIR is conversational delegation of financial actions — a user says "freeze my card" and the system acts. The Trust essay's Delegate handoff is the framework. The specific proof is TinyFish production experience (past tense): you shipped an agentic platform where enterprise users delegated consequential actions through natural language, and you worked through the governance of what the agent may and may not do without confirmation.
- Verdict: Ignore-until-trigger. Geographic confirmation is the binding constraint. Trigger: US-based Staff+ product design posting, OR US design team expansion announcement. Urgency if triggered: Act within 14 days.
13. Tractable. Computer-vision application for insurance claims and property assessment, using AI to assess damage from images.
- Stage / Size / Capital: Series E; London/New York.
- Offices: London (HQ), New York. US design hiring not confirmed.
- Value chain: Downstream claims application. The design problem is presenting confidence, excluded damage, and escalation paths before settlement or repair decisions.
- Signals: No US design posting found.
- Tier: AI-native. Read AI-native Tier Playbook when trigger fires.
- Rubric: Company 8/12 (AI 3, Stage 2, Design 1, Trajectory 2). Role 10/15 speculative (Comp 2, Scope 2, Craft 2, AI 2, Portfolio 2).
- Portfolio match: Tractable's design problem is confidence communication — the AI says the damage is $4,200, but what did it miss, what is it uncertain about, and when should a human adjuster override? Carrier IQ is the production proof: you designed the surface where an automated assessment is presented alongside its confidence boundaries so a professional can accept, adjust, or escalate. Both assessments carry binding financial consequences.
- Verdict: Ignore-until-trigger. Trigger: US-based Staff+ product design posting. Geographic confirmation required. Urgency if triggered: Act within 21 days.
14. Quantexa. Entity-resolution and decision-intelligence platform for fraud, AML, and risk. Series F; $2.6B valuation; London/New York. Tier: Enterprise platform. Rubric: Company 8/12 (AI 2, Stage 2, Design 2, Trajectory 2). Role 10/15 speculative. Portfolio match: Alibaba.com homepage and search redesign — you designed how buyers evaluate supplier credibility across fragmented signals (reviews, certifications, transaction history). Quantexa's investigators do the same with entity graphs: aggregate multiple evidence sources into a single entity view where the user must assess trustworthiness. Trigger: US-based product design posting. Geographic confirmation required. Watch within 21 days.
15–20. Ocrolus, Shift Technology, Pagaya, Klarna, Monzo, Betterment. Compressed — lower scores, geographic blocks, or limited AI centrality.
15. Ocrolus. Document-data platform for lenders. New York; Series C. Tier: Growth-stage platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: mySupply regulatory-compliance workflow (BCG DV) — discrepancy resolution between AI-extracted and human-verified financial data. Trigger: Product design posting. Watch within 21 days.
16. Shift Technology. Claims-fraud platform for insurers. Paris/Boston; Series D. Tier: AI-native. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Brand Pulse signal-to-action pattern — preventing a fraud score from anchoring the investigator's conclusion. Trigger: US-based product design posting. Watch within 21 days.
17. Pagaya. Credit-underwriting platform. Tel Aviv/New York; early public. Tier: Enterprise platform. Rubric: Company 6/12. Role 8/15 speculative. Public-company equity limits upside. Portfolio match: Alibaba.com multi-stakeholder platform — the same credit decision must be explained differently to lender, borrower, and investor. Trigger: Product design leadership posting with AI-explainability scope. Lowest priority in cluster.
18. Klarna. Checkout, credit, and shopping application. Stockholm/New York; early public. Tier: Enterprise platform. Rubric: Company 7/12. Role 8/15 speculative. Public-company equity limits upside. Portfolio match: Allē dual-surface redesign (BCG DV) — trust-boundary transitions across user types at 30M-member scale. Relevant to Klarna's AI-to-human customer service handoff. Trigger: US-based product design leadership posting with AI scope. Lowest priority in cluster.
19. Monzo. Digital bank. London; late private. Current Staff and Director design inventory is UK-based. Tier: Growth-stage platform. Rubric: Company 7/12. Role 8/15 speculative. Geographic block is hard. Portfolio match: Alibaba.com North America redesign — you led design for a platform expanding into a new market, which is the exact mandate a US design hire at Monzo would carry. Trigger: First US product-design mandate. Watch within 21 days.
20. Betterment. Automated investment application. New York; late private. Tier: Growth-stage platform. Rubric: Company 5/12. Role 7/15 speculative. Lowest scores in cluster — AI centrality and trajectory are weak. Portfolio match: Allē redemption redesign (BCG DV) — recommendation-transparency UX that increased conversion while preserving user trust in the recommendation. Trigger: AI product launch that changes the company's AI centrality score. Lowest priority in cluster.
Enterprise Automation
The companies most likely to post a role where the Trust essay and forward-looking artifacts are the lead proof. Ada, EliseAI, and Camunda have all shipped products where AI agents execute consequential actions — booking, approving, submitting, resolving — inside governed workflows. The design problem across all three: where does the agent's authority end and human approval begin? The rest of the cluster operates closer to AI-assisted, but any of them could cross that line with a product update.
21. Ada. Agentic customer-service platform where AI agents execute multi-step workflows, take action, and adapt during conversations.
- Stage / Size / Capital: Series C; Toronto HQ.
- Offices: Toronto. US design hiring uncertain.
- Value chain: Midstream customer-operations platform. Value concentrates where agent actions cross from information retrieval into account changes — refunds, subscription modifications, operational tasks with audit logs and action controls.
- Signals: July 2026 agentic updates. No US design posting found.
- Tier: AI-native. Read AI-native Tier Playbook when trigger fires.
- Rubric: Company 9/12 (AI 3, Stage 2, Design 2, Trajectory 2). Role 11/15 speculative (Comp 2, Scope 2, Craft 2, AI 3, Portfolio 2).
- Portfolio match: Ada's design problem is action-authority boundaries — the agent can issue a refund, but should it? And how does the customer (or the operations team) know what the agent did and didn't have permission to do? Carrier IQ decision-gate design is the specific proof: you built the surface where an automated system's proposed action is visible, reviewable, and reversible before it becomes binding. You shipped this in insurance, where unauthorized action is a regulatory event.
- Verdict: Ignore-until-trigger. Geographic confirmation is the binding constraint. Trigger: US-remote or US-based product design posting. Urgency if triggered: Act within 14 days.
22. EliseAI. Housing and healthcare agents that answer calls, schedule appointments, and complete operational tasks across integrated systems.
- Stage / Size / Capital: Late private; New York HQ.
- Offices: New York. US design hiring likely.
- Value chain: Vertically integrated operational-agent application. The agent handles the full interaction — communication and scheduling delegation, not just the first response. Product scope expanding into healthcare.
- Signals: No design leadership posting found.
- Tier: AI-native. Read AI-native Tier Playbook when trigger fires.
- Rubric: Company 9/12 (AI 3, Stage 2, Design 2, Trajectory 2). Role 11/15 speculative (Comp 2, Scope 2, Craft 2, AI 3, Portfolio 2).
- Portfolio match: EliseAI's design problem is three-party delegation — the agent acts on behalf of a property manager in conversation with a prospective tenant. Per-action review is impossible because the agent IS the conversation. The Trust essay's three-party boundary framework is the lead. TinyFish production experience (past tense) is the proof: you shipped an enterprise agent platform and worked through the governance of what an agent may commit to on behalf of its principal — three-party agent governance, shipped in production.
- Verdict: Ignore-until-trigger. Trigger: Staff+ or Director+ product design posting. Urgency if triggered: Act within 14 days.
23. Camunda. ProcessOS — an agentic operating system coordinating AI agents, deterministic workflows, people, and systems with approvals and escalation paths.
- Stage / Size / Capital: Series B; Berlin/remote (80+ hiring countries).
- Offices: Berlin (HQ), remote-first. US design hiring plausible but must be confirmed per-role.
- Value chain: Midstream workflow-orchestration infrastructure. Explicitly designs agents making decisions inside governed processes — approvals and escalation paths are part of the product model.
- Signals: ProcessOS announcement in 2026. No qualifying design posting found.
- Tier: AI-native. Read AI-native Tier Playbook when trigger fires.
- Rubric: Company 9/12 (AI 3, Stage 2, Design 2, Trajectory 2). Role 11/15 speculative (Comp 2, Scope 2, Craft 2, AI 3, Portfolio 2).
- Portfolio match: Camunda's design problem is orchestration visibility — when multiple agents and humans operate inside a governed process, how does a process owner see who (or what) made each decision? The forward-looking Human-Agent System Design artifacts are the lead proof. TinyFish production grounding (past tense) — you shipped an agentic platform and worked through agent traces and auditability in enterprise deployments. ProcessOS is the design problem your forward-looking artifacts address directly.
- Verdict: Ignore-until-trigger. Trigger: US-eligible product design posting. Geographic confirmation required. Urgency if triggered: Act within 14 days.
24. Perk. Travel and expense platform where the MCP can search, book travel, submit expenses, and approve or return requests within user permissions.
- Stage / Size / Capital: Series E; Barcelona/Boston/London.
- Offices: Barcelona (HQ), Boston, London. US design hiring plausible via Boston.
- Value chain: Midstream enterprise-operations platform. Financial and travel delegation with permission and checkout boundaries — the agent books within your budget and policy.
- Signals: MCP capabilities documented. No US design posting found.
- Tier: Growth-stage platform. Read Growth-stage Tier Playbook when trigger fires.
- Rubric: Company 8/12 (AI 2, Stage 2, Design 2, Trajectory 2). Role 10/15 speculative (Comp 2, Scope 2, Craft 2, AI 2, Portfolio 2).
- Portfolio match: Perk's design problem is permission-bounded delegation — the agent can book a $400 hotel but not a $600 one, and the user needs to understand what the agent can and can't do before delegating. The forward-looking Intent-Based Interaction artifacts are the match: you're designing the patterns for when users specify intent rather than actions. Most candidates are still designing action-based interfaces.
- Verdict: Ignore-until-trigger. Trigger: US-based (Boston or remote) product design posting. Urgency if triggered: Watch within 21 days.
25–30. Celonis, Dataiku, Kore.ai, Hyperscience, Creatio, ABBYY. Compressed — AI-assisted rather than AI-delegated, lower design-influence ceilings.
25. Celonis. Process mining and execution management. Munich/New York; late private; XL. Tier: Enterprise platform. Rubric: Company 8/12. Role 9/15 speculative. Portfolio match: Alibaba.com enterprise platform — you designed how enterprise users evaluate platform-generated process-improvement recommendations before committing operational resources. Celonis's AI surfaces inefficiencies; the design problem is whether the recommendation earns enough trust to change a process. Trigger: US-based Staff+ or Director+ product design posting. Watch within 21 days.
26. Dataiku. AI governance and deployment platform. Paris/New York; Series F; XL. August 26 Head of Design posting is brand/marketing (reports to VP Brand), not product — not a qualifying signal. Tier: Enterprise platform. Rubric: Company 8/12. Role 10/15 speculative. Portfolio match: Forward-looking Agent Infrastructure as UX artifacts — governance surfaces for model and agent deployment where the design problem is making policy checks legible before they block or permit a deployment. TinyFish production grounding (past tense). Trigger: Product design leadership posting (distinct from brand). Act within 21 days if triggered.
27. Kore.ai. Conversational and operational agents. Orlando; late private. Tier: AI-native. Rubric: Company 7/12. Role 8/15 speculative. Portfolio match: Allē dual-surface redesign (BCG DV) — trust-boundary transitions between consumer and provider surfaces at 30M-member scale. Kore.ai's agents cross the same boundary between customer-facing and operations-facing authority. Trigger: Product design leadership posting. Watch within 21 days.
28. Hyperscience. AI document extraction. New York; late private. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: mySupply compliance workflow (BCG DV) — data-quality verification before downstream actions in a regulated pipeline. Trigger: Product design posting. Lowest priority in cluster.
29. Creatio. No-code CRM with AI agents. Boston; late private. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Equinox+ 0→MVP (BCG DV) — configuration complexity hidden behind simple user-facing experience across 5 brands. Trigger: Product design leadership posting with AI scope. Lowest priority in cluster.
30. ABBYY. Document intelligence platform. Austin/Europe; private; XL. Tier: Enterprise platform. Rubric: Company 5/12. Role 7/15 speculative. Lowest scores in cluster. Portfolio match: mySupply extraction-to-action handoff (BCG DV) — when is extracted data reliable enough to flow into a downstream business system without human review? Trigger: Design leadership posting with AI product scope. Lowest priority in cluster.
Developer Infrastructure
AI exposure splits in this cluster: companies building AI-assisted developer tools (GitLab, Elastic, Pulumi, dbt Labs) and companies building infrastructure that AI agents run on (Temporal, Grafana Labs). The second category is where the forward-looking artifacts have the most value — Temporal in particular is building the durable-execution layer that agentic systems depend on. Geographic risk is lower than other clusters; most have confirmed US hiring or are remote-first.
31. Temporal. Durable execution platform providing human approvals, observable state, and failure recovery for autonomous agents and multi-step workflows.
- Stage / Size / Capital: Late private; Bellevue/remote.
- Offices: Bellevue, remote. US design hiring likely.
- Value chain: Upstream infrastructure. Value concentrates where agent reliability and observability become product problems — durable execution for agents makes autonomous workflows recoverable and observable.
- Signals: AWS Agentic AI competency announced. No design leadership posting found.
- Tier: AI-native. Read AI-native Tier Playbook when trigger fires.
- Rubric: Company 9/12 (AI 3, Stage 2, Design 2, Trajectory 2). Role 11/15 speculative (Comp 2, Scope 2, Craft 2, AI 3, Portfolio 2).
- Portfolio match: Temporal's design problem is agent-workflow observability — when a multi-step agent workflow fails, pauses for human approval, or needs recovery, how does the operator see what happened and what to do next? The forward-looking Agent Infrastructure as UX artifacts are the direct match. TinyFish production grounding (past tense) — you worked with agent traces and failure recovery in enterprise deployments. The combination of shipped agent infrastructure and published design frameworks for making it usable is rare in the candidate pool.
- Verdict: Ignore-until-trigger. Trigger: Staff+ or Director+ product design posting. Urgency if triggered: Act within 14 days.
32. GitLab. AI-assisted DevSecOps platform (Duo) spanning code creation, review, security, and delivery. Public; XL; remote-first. VP User Experience (Angela Pesta) publicly visible per public sources. Tier: Enterprise platform. Rubric: Company 7/12 (AI 2, Stage 1, Design 3, Trajectory 1). Role 9/15 speculative. Portfolio match: Forward-looking Inference-Aware UX artifacts — AI-generated code review requires the developer to evaluate confidence and risk before committing. TinyFish production grounding (past tense) for the review-before-commit pattern. Trigger: Staff+ product design posting (remote-eligible). Low geographic risk. Watch within 21 days.
33. Grafana Labs. AI-assisted observability platform. New York/remote; late private; XL. Tier: Growth-stage platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Brand Pulse real-time monitoring — AI-detected anomalies presented to operators who must assess severity and scope before escalating. Trigger: Staff+ product design posting. Watch within 21 days.
34–40. Elastic, MongoDB, Pulumi, Algolia, Contentful, Cockroach Labs, dbt Labs. Compressed — AI is a feature layer across all seven. AI centrality scores 1–2.
34. Elastic. Search, observability, and security with agentic SOC capabilities. Public; distributed. Tier: Enterprise platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Trust essay Watch→Verify framework for the detection-to-remediation handoff — the SOC analyst must confirm before the system remediates. Public-company equity limits upside. Trigger: Staff+ product design posting with AI/security scope. Lowest priority in cluster.
35. MongoDB. Database platform with Atlas AI features. Public; New York. Tier: Enterprise platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: Alibaba.com enterprise developer-tool UX — professional users managing complex data infrastructure. Low AI centrality limits the match. Trigger: AI-focused product design posting. Lowest priority in cluster.
36. Pulumi. AI-generated infrastructure-as-code. Seattle; growth private. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Forward-looking Intent-Based Interaction artifacts — users specify desired infrastructure state, not implementation steps. The gap between intent and generated plan is the design surface. Trigger: Product design posting. Watch if triggered.
37. Algolia. AI-powered search and recommendations. Paris/New York; late private. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Alibaba.com search redesign — search relevance and ranking UX at enterprise marketplace scale where the ranking algorithm shapes buyer behavior. Trigger: US-based product design posting. Watch if triggered.
38. Contentful. AI-assisted content operations. Berlin/Denver; late private. Tier: Growth-stage platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: Alibaba.com content and PDP redesign — structured content surfaces where editorial and algorithmic curation coexist. Trigger: US-based design leadership posting. Lowest priority in cluster.
39. Cockroach Labs. Distributed SQL database. New York; late private. Tier: Growth-stage platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: Alibaba.com professional-tool design — complex infrastructure management for technical operators. Trigger: Product design posting with AI scope. Lowest priority in cluster.
40. dbt Labs. AI-assisted analytics engineering. Philadelphia/remote; late private. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Forward-looking Inference-Aware UX — AI-generated SQL transformations require the analyst to evaluate correctness before deployment, a review-before-commit surface. Trigger: Staff+ product design posting (remote-eligible). Watch if triggered.
Data and Analytics Platforms
AI is a strategic bet layered onto existing analytics products. The design problem is less about trust boundaries and more about making AI-generated insights actionable without misleading the analyst. Portfolio proof here is Alibaba.com (enterprise platform at scale) and Brand Pulse (real-time AI-generated intelligence). AI exposure quality scores lower than healthcare or enterprise automation because the AI is typically assistive. Watch for any company that ships an agentic feature — that changes the proof route to Trust essay + Carrier IQ.
41. Collibra. Data intelligence platform for governance and cataloging. Brussels/New York; late private; XL. Tier: Enterprise platform. Rubric: Company 7/12. Role 9/15 speculative. US eligibility via New York. Portfolio match: Carrier IQ auditability patterns — you designed provenance tracking where the audit trail is a compliance requirement. Collibra's data-lineage problem is the same: can a governance officer trace how a dataset was assembled and whether it's trustworthy? Trigger: US-based product design posting. Watch within 21 days.
42. DataRobot. AI/ML platform for building and deploying models. Boston; late private; XL. Tier: AI-native. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Forward-looking Agent Infrastructure as UX — model deployment and monitoring surfaces where the operator needs to understand model behavior before and after deployment. TinyFish production grounding (past tense) for AI platform UX. Trigger: Product design leadership posting. Watch within 21 days.
43–50. Datadog, Pendo, Starburst, Qlik, Sisense, Alteryx, Pyramid Analytics, Domo. Compressed — AI centrality scores 1–2 across all eight. Public-company equity limits upside at Datadog and Domo.
43. Datadog. Cloud monitoring. Public; New York. Tier: Enterprise platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Brand Pulse real-time monitoring dashboard — AI-surfaced anomalies in operational data where the operator must distinguish signal from noise at speed. Trigger: Staff+ product design posting with AI scope. Lowest priority in cluster.
44. Pendo. Product analytics. Late private; Raleigh. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Alibaba.com analytics-driven redesign — you used behavioral data to redesign product surfaces, which is the problem Pendo's customers face. The meta-level match: designing the tool that helps others make data-informed design decisions. Trigger: Product design posting with AI scope. Lowest priority in cluster.
45. Starburst. Analytics for distributed data. Late private; Boston. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Alibaba.com search redesign — querying across fragmented data sources where the user needs to understand what's queryable, what's stale, and what's missing. Trigger: Product design posting. Lowest priority in cluster.
46. Qlik. Analytics and data integration. Private; King of Prussia. Tier: Enterprise platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: Red Cross systems consolidation (BCG DV) — integrating fragmented data sources into unified decision surfaces. Trigger: Design leadership posting with AI mandate. Lowest priority in cluster.
47. Sisense. Embedded analytics. Late private; New York. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Equinox+ multi-brand platform (BCG DV) — analytics that work inside someone else's product context, where the embedded experience must adapt to the host application's design language. Trigger: Product design posting. Lowest priority in cluster.
48. Alteryx. Analytics automation. Private; Irvine. Tier: Enterprise platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: mySupply multi-step workflow design (BCG DV) — professional workflows with verification checkpoints where each step's output feeds the next. Trigger: Design leadership posting with AI scope. Lowest priority in cluster.
49. Pyramid Analytics. Decision intelligence. Growth private; Amsterdam/Boston. US eligibility via Boston. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Brand Pulse decision-support UX — AI-generated recommendations presented to business decision-makers who must evaluate before acting. Trigger: US-based product design posting. Lowest priority in cluster.
50. Domo. Business intelligence. Public; American Fork, UT. Tier: Enterprise platform. Rubric: Company 4/12. Role 6/15 speculative. Lowest scores in cluster. Portfolio match: Brand Pulse dashboard — real-time data visualization for business operators, though Domo's AI layer is thin. Trigger: AI product launch that changes AI centrality score. Lowest priority in cluster.
Security, Compliance, and Trust
The Trust essay's Watch→Verify→Delegate framework maps directly: automated threat detection or compliance evidence must be reviewed by a human before remediation or attestation. Tines is the standout — its agents execute multi-system security tasks, which is delegated action. 1Password is worth watching because agent credential management is a new design problem category that your forward-looking artifacts address. Geographic risk varies: Drata (San Diego), Huntress (Maryland), and Arctic Wolf (Minnesota) are US-native. Cato Networks and Orca Security are Tel Aviv-founded with uncertain US design authority.
51. Tines. Workflow-automation platform for security operations where AI Workbench executes multi-system security tasks.
- Stage / Size / Capital: Series C; Dublin/Boston.
- Offices: Dublin (HQ), Boston. US design hiring plausible via Boston.
- Value chain: Midstream security-operations platform. The design question is what the system may change automatically and what remains behind approval — security automation with explicit authority boundaries.
- Signals: No qualifying design posting found.
- Tier: AI-native. Read AI-native Tier Playbook when trigger fires.
- Rubric: Company 9/12 (AI 2, Stage 2, Design 2, Trajectory 3). Role 11/15 speculative (Comp 2, Scope 2, Craft 2, AI 3, Portfolio 2).
- Portfolio match: Tines's design problem is automated-remediation authority — when the workflow detects a threat and can remediate it, should it? Carrier IQ is the production proof: you designed the boundary between automated assessment and human-authorized action in a domain where premature action creates liability. Insurance and security remediation share the same authority-boundary problem.
- Verdict: Ignore-until-trigger. Trigger: US-based (Boston or remote) product design posting. Urgency if triggered: Act within 21 days.
52. 1Password. Identity and access platform with emerging agent-security capabilities. Late private; XL; Toronto. US remote employment confirmed historically. Tier: Growth-stage platform. Rubric: Company 8/12 (AI 2, Stage 2, Design 2, Trajectory 2). Role 10/15 speculative. Portfolio match: 1Password's emerging design problem is agent credential boundaries — what can an AI tool access, for how long, and how does the user see and revoke that access? The forward-looking Human-Agent System Design artifacts are the lead. TinyFish production grounding (past tense) for agent-permission governance. You're producing the design artifacts for agent-authority UX while most candidates haven't identified this as a design problem yet. Trigger: Product design posting with agent-security or AI scope. Watch within 21 days — upgrades to Act if the posting explicitly addresses agent credentials.
53–60. Drata, Huntress, Axonius, Snyk, Orca Security, Arctic Wolf, Cato Networks, Ping Identity. Compressed.
53. Drata. Compliance automation. San Diego; Series C. US-native. Tier: Growth-stage platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Carrier IQ auditability — distinguishing automatically gathered compliance evidence from evidence requiring human attestation. The design problem is making the boundary between "verified by system" and "verified by person" visible to auditors. Trigger: Product design posting. Watch within 21 days.
54. Huntress. Managed detection and response. Columbia, MD; late private. US-native. Tier: Growth-stage platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Brand Pulse signal-to-action pattern — the transfer from machine-detected suspicion to analyst-confirmed remediation, where the design must prevent automated detection from bypassing human judgment. Trigger: Product design posting. Watch within 21 days.
55. Axonius. Cyber-asset intelligence. New York; late private. Tier: Growth-stage platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Alibaba.com entity-aggregation UX — resolving contradictory data states across multiple sources before enforcing a policy that affects access. Trigger: Product design posting. Watch within 21 days.
56. Snyk. Developer security. London/Boston; late private; XL. Tier: Enterprise platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Forward-looking Inference-Aware UX — AI-proposed code fixes require developer review before entering the repository. The design problem is communicating fix confidence and side-effect risk before the developer accepts. TinyFish production grounding (past tense). Trigger: US-based product design posting. Watch within 21 days.
57. Orca Security. Cloud-security posture. Tel Aviv/Portland; late private. US eligibility via Portland. Tier: Growth-stage platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Carrier IQ confidence-boundary design — presenting risk confidence and affected scope before a remediation is applied to production infrastructure. Trigger: US-based product design posting. Watch within 21 days.
58. Arctic Wolf. Managed security operations. Eden Prairie, MN; late private; XL. US-native. Tier: Enterprise platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Trust essay human-agent handoff — continuity of evidence and ownership across automated alerting and human incident response, where the handoff must preserve context. Trigger: Product design posting. Lowest priority in cluster.
59. Cato Networks. Networking and security platform. Tel Aviv; late private; XL. US design authority uncertain. Tier: Enterprise platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Alibaba.com enterprise platform — connecting detected events to affected users, policies, and remediation scope across a unified control plane. Trigger: US-based product design posting. Geographic confirmation required. Lowest priority in cluster.
60. Ping Identity. Enterprise identity and access management. Denver; private; XL. US-native. Tier: Enterprise platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: Alibaba.com enterprise-platform trust design — identity verification surfaces where the platform mediates access decisions between users and resources. Trigger: Design leadership posting with AI scope. Lowest priority in cluster.
Commerce and Marketplaces
Marketplace and commerce-infrastructure companies where AI is a feature layer (personalization, recommendation, ad targeting). AI centrality scores 1–2 across the cluster. The Alibaba.com portfolio proof leads — you redesigned a B2B marketplace at $50B+ GMV. Watch for any company that ships an agentic commerce feature (AI-driven purchasing, automated merchandising) — that would shift the proof route to Trust essay + Carrier IQ.
61. Rokt. AI-powered e-commerce technology for transaction moments. New York; late private; XL. Tier: Growth-stage platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Allē dual-surface redesign (3.2× redemption, BCG DV) — conversion-optimized surfaces where personalization balanced business metrics against user trust. Rokt's transaction-moment optimization is the same tension: relevance vs. intrusiveness at the point of purchase. Trigger: Product design posting. Watch within 21 days.
62. Attentive. AI-powered SMS and email marketing. New York; late private; XL. Tier: Growth-stage platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Allē CAC optimization ($42 CAC, BCG DV) — you designed the acquisition-to-engagement pipeline where message frequency and personalization directly affected both conversion and opt-out rates. Trigger: Product design posting. Watch within 21 days.
63. Klaviyo. Marketing automation and customer data. Boston; early public; XL. Tier: Enterprise platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Allē dual-surface redesign (BCG DV) — marketing-adjacent product surfaces where the design must serve both the brand operator configuring campaigns and the consumer receiving them. Trigger: Staff+ product design posting with AI scope. Lowest priority in cluster.
64–70. Braze, Whatnot, commercetools, Mirakl, BigCommerce, Olo, Ocado. Compressed — low AI centrality, public-company equity limits, or geographic blocks.
64. Braze. Customer engagement orchestration. Public; New York. Tier: Enterprise platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: Allē engagement design (30M members, BCG DV) — orchestrating engagement across channels at scale where timing and personalization affect both conversion and fatigue. Trigger: Design leadership posting with AI mandate. Lowest priority in cluster.
65. Whatnot. Live-shopping marketplace. Los Angeles; late private; XL. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Alibaba.com marketplace trust — buyer-seller trust signals at platform scale where the platform mediates real-time commercial interactions. Trigger: Product design posting. Lowest priority in cluster.
66. commercetools. Composable commerce platform. Munich/Durham; Series C. US eligibility via Durham. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Alibaba.com modular platform architecture — you redesigned a platform where different buyer journeys assembled different module combinations, which is the composable-commerce design problem. Trigger: US-based product design posting. Lowest priority in cluster.
67. Mirakl. Enterprise marketplace platform. Paris/Boston; late private. US eligibility via Boston. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Alibaba.com B2B marketplace — the most direct analog on the bench. You redesigned the platform that Mirakl's customers are trying to build. Trigger: US-based product design posting. Lowest priority in cluster.
68. BigCommerce. E-commerce platform. Public; Austin. Tier: Enterprise platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: mySupply partner-facing platform (BCG DV) — tools for business operators managing their own commerce operations, where the merchant's success depends on the platform's usability. Trigger: Design leadership posting with AI scope. Lowest priority in cluster.
69. Olo. Restaurant technology. Public; New York. Tier: Enterprise platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: mySupply multi-partner coordination (BCG DV) — restaurant-platform-diner is a three-party coordination problem. Trigger: AI product launch or design leadership posting. Lowest priority in cluster.
70. Ocado. Grocery technology. Public; Hatfield, UK. US design hiring not confirmed. Tier: Enterprise platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: Retail Velocity field-intelligence patterns — warehouse and fulfillment operations where AI-generated routing and picking decisions affect physical outcomes. Trigger: US-based product design posting. Geographic confirmation required. Lowest priority in cluster.
HR and Workforce
People-operations platforms where AI is entering hiring, performance, compensation, and workforce management. The design problem is consequential automation in employment decisions — when AI screens a candidate, recommends a compensation band, or flags a performance concern, the stakes are high and the regulatory environment is tightening. Geographic risk is elevated: Personio (Munich), Culture Amp (Melbourne), HiBob (London), Papaya Global (Tel Aviv) are non-US-native with varying US presence.
71. Phenom. AI-powered talent experience platform. Ambler, PA; late private; XL. US-native. Tier: Enterprise platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Carrier IQ decision-gate — when AI screens candidates, the recruiter needs to see why before acting. You designed the boundary between automated assessment and human decision in a consequential domain. The regulatory pressure on AI hiring tools makes this match increasingly relevant. Trigger: Product design posting. Watch within 21 days.
72. Personio. HR platform for SMBs. Munich/New York; late private; XL. US design hiring uncertain. Tier: Growth-stage platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Alibaba.com enterprise platform — both platforms serve business operators making decisions that affect people's livelihoods (suppliers/employees), and the design must give the operator confidence in the platform's recommendations before acting. Trigger: US-based product design posting. Geographic confirmation required. Watch within 21 days.
73–80. Greenhouse, Guild, Culture Amp, HiBob, Workhuman, iCIMS, Workable, Papaya Global. Compressed.
73. Greenhouse. Hiring platform. New York; private. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Carrier IQ evaluation surfaces — structured assessment where the reviewer needs to see evidence before making a consequential decision (hire/no-hire), and the platform must prevent anchoring bias in the evaluation. Trigger: Product design posting with AI scope. Lowest priority in cluster.
74. Guild. Workforce education. Denver; late private. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Red Cross systems consolidation (BCG DV) — unified fragmented service delivery for workforce-scale deployment where multiple education providers feed into one employee-facing surface. Trigger: Product design posting. Lowest priority in cluster.
75. Culture Amp. Employee experience analytics. Melbourne; late private; XL. US design hiring uncertain. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Brand Pulse sentiment analytics — AI-analyzed human sentiment presented to managers who must decide whether to act, where the design must prevent the sentiment score from replacing the manager's own judgment. Trigger: US-based product design posting. Geographic confirmation required. Lowest priority in cluster.
76. HiBob. HR platform for mid-market. London/New York; late private; XL. US eligibility via New York. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Equinox+ multi-brand platform (BCG DV) — mid-market HR platforms must adapt to each company's culture and policies while maintaining a coherent product, similar to how Equinox+ adapted across 5 fitness brands. Trigger: US-based product design posting. Lowest priority in cluster.
77. Workhuman. Employee recognition. Dublin/Boston; private; XL. US eligibility via Boston. Tier: Enterprise platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: Allē engagement design (30M members, BCG DV) — recognition-driven engagement at scale where the platform must sustain participation without gamification fatigue. Trigger: Design leadership posting with AI scope. Lowest priority in cluster.
78. iCIMS. Talent acquisition. Holmdel, NJ; private; XL. US-native. Tier: Enterprise platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: Alibaba.com search redesign — matching and discovery at enterprise scale where the ranking algorithm shapes which candidates surface and which don't. Trigger: Design leadership posting with AI mandate. Lowest priority in cluster.
79. Workable. Hiring platform for SMBs. Boston/Athens; growth private. US eligibility via Boston. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Equinox+ 0→MVP speed (BCG DV) — multi-brand platform from scratch in 3 months, relevant if Workable is building a new AI-native hiring product. Trigger: Product design posting with AI scope. Lowest priority in cluster.
80. Papaya Global. Global payroll and workforce payments. Tel Aviv/New York; late private. US eligibility via New York. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: mySupply multi-partner regulatory compliance (BCG DV) — cross-border, multi-partner workflows in a regulated environment where each jurisdiction has different rules. Trigger: US-based product design posting. Lowest priority in cluster.
Communication and Productivity
Some of the strongest design orgs on the entire bench sit here. Atlassian has a CDO (Charlie Sutton). Canva and Miro have established, globally distributed design organizations. Design-influence ceiling is higher than most other clusters, but public-company or late-private equity limits upside at several entries. AI is entering these products as assistive features (content generation, workflow automation, translation) rather than delegated action — AI exposure quality scores lower. The exception would be a company that ships an agentic workflow feature where the AI executes tasks on behalf of the user.
81. Atlassian. Collaboration and developer-tooling platform (Jira, Confluence, Loom). Public; XL; Sydney/distributed. CDO Charlie Sutton in role 12+ months. US design hiring historically confirmed. Tier: Enterprise platform. Rubric: Company 8/12 (AI 2, Stage 1, Design 3, Trajectory 2). Role 9/15 speculative. Portfolio match: Alibaba.com enterprise platform at $50B+ GMV — Atlassian's AI features must work across Jira, Confluence, and Loom without fragmenting the experience, similar to how you unified the Alibaba.com buyer journey across homepage, search, and PDP. Trigger: Fresh US-eligible Staff+ or Director+ product design posting. The prior Loom role is stale. Urgency if triggered: Watch within 21 days. Public-company equity limits Act threshold.
82. Synthesia. AI video generation. London/New York; Series D. US eligibility via New York. Tier: AI-native. Rubric: Company 8/12 (AI 3, Stage 2, Design 1, Trajectory 2). Role 10/15 speculative. Portfolio match: Forward-looking Inference-Aware UX — AI-generated video requires the creator to evaluate quality, accuracy, and appropriateness before publishing. The review-before-publish surface differs from review-before-commit (code) because the failure mode is reputational rather than operational. TinyFish production grounding (past tense). Trigger: US-based product design posting. Watch within 21 days.
83. DeepL. AI translation and writing. Cologne/New York; late private; XL. US eligibility via New York. Tier: AI-native. Rubric: Company 8/12 (AI 3, Stage 2, Design 1, Trajectory 2). Role 9/15 speculative. Portfolio match: Forward-looking Inference-Aware UX — translation confidence varies by domain and context, and the design must communicate when the AI is uncertain about terminology, tone, or regulatory language. Brand Pulse confidence-communication pattern is the production proof. Trigger: US-based product design posting. Watch within 21 days.
84–90. Canva, Miro, ClickUp, monday.com, Smartsheet, Zapier, Typeform. Compressed.
84. Canva. Design and visual communication. Sydney; late private; XL. Hybrid work model. US design hiring not confirmed for current cycle. Tier: Enterprise platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Alibaba.com platform redesign — AI features (Magic Studio) must integrate into existing creative workflows without disrupting them, the same challenge you faced integrating new buyer-journey features into a live $50B marketplace. Trigger: US-eligible product design posting. Geographic confirmation required. Watch if triggered.
85. Miro. Visual collaboration. Amsterdam; late private; XL. New York and San Francisco hubs. Tier: Growth-stage platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Alibaba.com cross-functional platform — collaboration surfaces for professional users with different roles, permissions, and workflow contexts, where the AI must adapt to the collaborator's intent. Trigger: US-based Staff+ product design posting. Watch if triggered.
86. ClickUp. Productivity and project management. San Diego; late private; XL. US-native. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Equinox+ multi-brand platform (BCG DV) — multiple workspace types within one platform, where each workspace has different conventions and the AI must respect them. Trigger: Product design posting with AI scope. Lowest priority in cluster.
87. monday.com. Work management. Public; Tel Aviv/New York. US eligibility via New York. Tier: Enterprise platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Alibaba.com enterprise platform — AI automation layered onto an established workflow product where the design must preserve user control over process logic. Trigger: US-based product design posting with AI scope. Lowest priority in cluster.
88. Smartsheet. Work management (private after acquisition). Bellevue; private; XL. US-native. Tier: Enterprise platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: Alibaba.com platform redesign under organizational transition — post-acquisition product integration is the design mandate, and you led a platform redesign during a period of strategic redefinition. Trigger: Design leadership posting post-acquisition. Lowest priority in cluster.
89. Zapier. Workflow automation. Remote-first; private. US design hiring historically confirmed. Tier: Growth-stage platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Forward-looking Intent-Based Interaction — Zapier's AI features let users describe workflows in natural language, and the design problem is showing users what the system understood vs. what they meant. TinyFish production grounding (past tense) for intent-based interfaces. Trigger: Staff+ product design posting (remote-eligible). Watch within 21 days.
90. Typeform. Form and survey platform. Barcelona; Series C. US design hiring uncertain. Tier: Growth-stage platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: Equinox+ 0→MVP (BCG DV) — rapid product build in a consumer-facing context. Trigger: US-based product design posting. Geographic confirmation required. Lowest priority in cluster.
Industrial and Operational Technology
This is where Cummins/ZED Connect becomes relevant. Five of these ten (NinjaOne, project44, Flock Safety, Augury, Halter) involve IoT, fleet management, field operations, or connected-device platforms where your BCG DV work designing a dual-surface fleet management platform (consumer-facing IoT + predictive asset management) is directly domain-relevant. Use ZED Connect as supporting proof only — formative experience, not current work — but it's a differentiator no competing AI-design candidate is likely to have. Waabi and Saronic score highest on AI centrality but have the hardest geographic constraints.
91. Waabi. Autonomous trucking technology. Toronto; late private. US design hiring uncertain. Tier: AI-native. Rubric: Company 8/12 (AI 3, Stage 2, Design 1, Trajectory 2). Role 10/15 speculative. Portfolio match: Trust essay delegation framework — autonomous vehicles are the highest-stakes delegated-action design problem. Cummins/ZED Connect fleet management (BCG DV, supporting) for domain context. Trigger: US-based product design posting. Geographic confirmation required. Urgency if triggered: Act within 14 days — highest AI centrality in cluster.
92. Saronic. Autonomous maritime vessels. Austin; Series D. US-native. Tier: AI-native. Rubric: Company 8/12 (AI 3, Stage 2, Design 1, Trajectory 2). Role 10/15 speculative. Portfolio match: Trust essay delegation framework — autonomous vessels operating in contested environments require the highest-stakes trust boundaries. Forward-looking Human-Agent System Design artifacts for operator-vessel authority distribution. Trigger: Product design posting. Urgency if triggered: Act within 14 days.
93. Higharc. AI-powered homebuilding platform. Durham/remote; Series C. Tier: AI-native. Rubric: Company 8/12 (AI 3, Stage 2, Design 1, Trajectory 2). Role 10/15 speculative. Portfolio match: Forward-looking Intent-Based Interaction — homebuilders specify design intent and the AI generates architectural plans. TinyFish production grounding (past tense) for intent-based enterprise tools. The gap between builder intent and generated plan is the design surface. Trigger: Product design posting (remote-eligible). Watch within 21 days.
94. NinjaOne. IT operations management. Austin; late private; XL. US-native. Tier: Growth-stage platform. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Cummins/ZED Connect dual-surface fleet management (BCG DV, supporting) — IT-device management is the same pattern as fleet management: multiple device types, predictive maintenance, operator dashboards. Lead with Retail Velocity field-intelligence patterns for the AI layer. Trigger: Product design posting. Watch within 21 days.
95. Flock Safety. Public safety technology (license plate readers, real-time crime intelligence). Atlanta; late private; XL. US-native. Tier: AI-native. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Carrier IQ decision-gate design — when the system identifies a vehicle of interest, law enforcement must verify before acting. Consequential-action design in a domain where false positives have civil-liberties implications. Trigger: Product design posting. Watch within 21 days.
96. Augury. Machine-health monitoring using AI for predictive maintenance. New York/Haifa; late private. US eligibility via New York. Tier: AI-native. Rubric: Company 7/12. Role 9/15 speculative. Portfolio match: Cummins/ZED Connect predictive asset management (BCG DV, supporting) — direct domain parallel. Lead with Brand Pulse real-time monitoring for the AI-signal layer, where the operator must distinguish a genuine maintenance need from sensor noise. Trigger: US-based product design posting. Watch within 21 days.
97–100. project44, SafetyCulture, Xero, Halter. Compressed — lower scores or geographic constraints.
97. project44. Supply chain visibility. Chicago; late private. US-native. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Cummins/ZED Connect fleet management (BCG DV, supporting) + mySupply supply-chain design (BCG DV, lead) — you've designed both the vehicle-tracking and the supply-chain coordination layers. Trigger: Product design posting. Lowest priority in cluster.
98. SafetyCulture. Workplace operations. Sydney/Kansas City; late private. US eligibility via Kansas City. Tier: Growth-stage platform. Rubric: Company 6/12. Role 8/15 speculative. Portfolio match: Retail Velocity field-intelligence patterns — field-operations tools for mobile-first, action-oriented interfaces where the worker acts on AI-surfaced priorities. Trigger: US-based product design posting. Geographic confirmation required. Lowest priority in cluster.
99. Xero. Cloud accounting. Public; Wellington. Product teams across US, AU, NZ, UK. Tier: Enterprise platform. Rubric: Company 5/12. Role 7/15 speculative. Portfolio match: Alibaba.com enterprise platform — professional financial-tool UX at scale where AI-generated categorizations and reconciliations require accountant review. Trigger: US-based product design posting. Lowest priority in cluster.
100. Halter. Precision livestock management using GPS collars and AI. Auckland/Boulder; Series E; $2B valuation. US eligibility via Boulder, but product/design authority may be Auckland-concentrated. Tier: AI-native. Rubric: Company 7/12. Role 8/15 speculative. Portfolio match: Cummins/ZED Connect IoT platform (BCG DV, supporting) — connected-device platform spanning hardware telemetry and operator dashboards. Halter's collar-to-dashboard pipeline is the same pattern, but the autonomous herding behavior adds a delegation layer ZED Connect didn't have. Trigger: US-based product design posting with design authority in Boulder. Geographic confirmation required. Lowest priority in cluster.
- Redesign Health's compressed role: The Staff Product Designer posting explicitly requires the designer to build the working front end with Claude Code — a designer-PM-engineer bundle that may signal leverage or missing headcount, and either answer changes whether the role is worth pursuing.
- Camunda's US design eligibility: ProcessOS explicitly coordinates AI agents with human approvals and escalation paths, making it a direct match for your forward-looking artifacts, but the company's 80+ hiring countries haven't been confirmed to include US-based product design.
- Revolut Research and PRAGMA: Revolut's August 25 announcement of a dedicated AI research division building a foundation model for risk and operations could precede a US design-leadership hire as the product implications of that model reach the consumer application.
- Agent credential management as design category: 1Password's emerging agent-security capability and Temporal's durable-execution infrastructure for autonomous agents both point to a design problem — what can an AI tool access, for how long, and how does a user revoke that access — that your forward-looking Human-Agent System Design artifacts address before most candidates have recognized it exists.

