Global storyai-native user

Schedule recurring jobs or workflows

A global story is meaningful for any software product, so it can be compared across the whole site — every product’s verdict on automation-scheduled-jobs across all 83 arenas that carry it, judged from public evidence.

123/509 products pass (full or partial) · click a verdict for the product’s rationale and evidence

Adoption among tracked products

24.2%

Schedule recurring jobs or workflows: 123 of 509 tracked products pass (full or partial), across 83 arenas.

Honest approximation: what this curve can and can’t show

We don’t have per-verdict change history, so the curve shows adoption among products as they enter tracking (first score-history entry), with each product carrying its current verdict — not the moment each product shipped the capability. Exact verdict history accrues from here forward.

Product	Arena	Verdict	Quality	Evidence
Temporal	Durable Execution Engines	full	9/10	7 sources
Inngest	Durable Execution Engines	full	9/10	6 sources
Trigger.dev	Durable Execution Engines	full	9/10	4 sources
Windmill	Workflow Automation	full	9/10	4 sources
DBOS	Durable Execution Engines	full	9/10	3 sources
Linear	Project Management	full	8/10	9 sources
Temporal	Workflow Automation	full	8/10	7 sources
Databricks	Data Warehouses & Lakehouses	full	8/10	6 sources
OpenHands	Software Factory	full	8/10	6 sources
ChatGPT	AI Assistants	full	8/10	5 sources
Hatchet	Durable Execution Engines	full	8/10	5 sources
Warp	Terminals	full	8/10	5 sources
Claude	AI Assistants	full	8/10	4 sources
Dagster	Data Pipelines & ELT	full	8/10	4 sources
Maritime	Agent Sandboxes & Code Execution	full	8/10	4 sources
Apify	Web Scraping APIs	full	8/10	3 sources
Devin	Software Factory	full	8/10	3 sources
Parahelp	AI Customer Support Agents	full	8/10	3 sources
Google Antigravity	AI Coding Agents	full	8/10	2 sources
Fivetran	Data Pipelines & ELT	full	7/10	8 sources
BigQuery	Data Warehouses & Lakehouses	full	7/10	7 sources
Hightouch	Customer Data Platforms	full	7/10	6 sources
Airbyte	Data Pipelines & ELT	full	7/10	5 sources
Pipedream	Workflow Automation	full	7/10	5 sources
Cekura	LLM Evals & Observability	full	7/10	4 sources
Cline	AI Coding Agents	full	7/10	4 sources
GitHub Copilot	AI Coding Agents	full	7/10	4 sources
Make	Workflow Automation	full	7/10	4 sources
Mastra	Agent Frameworks & SDKs	full	7/10	4 sources
Replit	Vibe-Coding App Builders	full	7/10	3 sources
telli	Voice Agent Platforms	full	7/10	3 sources
Twenty	CRM	full	7/10	3 sources
Claude Code	AI Coding Agents	full	7/10	2 sources
Cursor	AI Coding Agents	full	7/10	2 sources
Appwrite	Backend as a Service	full	6/10	3 sources
Conductor	AI Coding Agents	full	6/10	1 source
Stripe Billing	Billing & Subscriptions	partial	6/10	9 sources
Cal.com	Scheduling & Calendar	partial	6/10	7 sources
Customer.io	Email Marketing	partial	6/10	7 sources
Reclaim.ai	Scheduling & Calendar	partial	6/10	6 sources
Stripe	Online Payments	partial	6/10	6 sources
Martin	AI Assistants	partial	6/10	5 sources
Mollie	Online Payments	partial	6/10	4 sources
Motion	Scheduling & Calendar	partial	6/10	4 sources
dlt	Data Pipelines & ELT	partial	6/10	3 sources
Firebase	Backend as a Service	partial	6/10	3 sources
Gemini	AI Assistants	partial	6/10	3 sources
Meltano	Data Pipelines & ELT	partial	6/10	3 sources
Browserbase	Web Scraping APIs	partial	6/10	2 sources
Cloudflare Workers	Edge & App Platforms	partial	6/10	2 sources
Riveter	Web Scraping APIs	partial	6/10	2 sources
Attio	CRM	partial	5/10	6 sources
Yapily	Banking Data APIs	partial	5/10	6 sources
PayPal	Online Payments	partial	5/10	5 sources
YYLO	Software Factory	partial	5/10	5 sources
PlanetScale	Serverless & Developer Databases	partial	5/10	4 sources
Recurly	Billing & Subscriptions	partial	5/10	4 sources
Restate	Durable Execution Engines	partial	5/10	4 sources
TrueLayer	Banking Data APIs	partial	5/10	4 sources
Algolia	Search Infrastructure	partial	5/10	3 sources
Braintrust	LLM Evals & Observability	partial	5/10	3 sources
Exa	AI Search APIs	partial	5/10	3 sources
Fern	Developer Docs Platforms	partial	5/10	3 sources
Mintlify	Developer Docs Platforms	partial	5/10	3 sources
monday.com	Project Management	partial	5/10	3 sources
Notte	Browser Automation for Agents	partial	5/10	3 sources
PostHog	Product Analytics	partial	5/10	3 sources
Superhuman Mail	Email Clients & Email AI	partial	5/10	3 sources
Vercel	Edge & App Platforms	partial	5/10	2 sources
Context.dev	Web Scraping APIs	partial	5/10	1 source
n8n	Workflow Automation	partial	5/10	1 source
Ramp	Startup Banking	partial	4/10	6 sources
Slack	Team Chat	partial	4/10	6 sources
Calendly	Scheduling & Calendar	partial	4/10	5 sources
Elicit	AI Research Agents	partial	4/10	5 sources
Flagsmith	Feature Flags & Experimentation	partial	4/10	5 sources
Salesforce Sales Cloud	CRM	partial	4/10	5 sources
Zapier	Workflow Automation	partial	4/10	5 sources
Brex	Startup Banking	partial	4/10	4 sources
ClickUp	Project Management	partial	4/10	4 sources
FreshBooks	Accounting & Bookkeeping	partial	4/10	4 sources
Gemini CLI	AI Coding Agents	partial	4/10	4 sources
Jitsu	Customer Data Platforms	partial	4/10	4 sources
Relay	Startup Banking	partial	4/10	4 sources
Rippling	Payroll & HR Ops	partial	4/10	4 sources
Shortwave	Email Clients & Email AI	partial	4/10	4 sources
Adyen for Platforms	Marketplace & Platform Payments	partial	4/10	3 sources
Asana	Project Management	partial	4/10	3 sources
Finix	Marketplace & Platform Payments	partial	4/10	3 sources
Jira	Project Management	partial	4/10	3 sources
Loops	Email Marketing	partial	4/10	3 sources
Otter.ai	Meeting AI & Notetakers	partial	4/10	3 sources
Snowflake	Data Warehouses & Lakehouses	partial	4/10	3 sources
Square	Online Payments	partial	4/10	3 sources
Zoho Books	Accounting & Bookkeeping	partial	4/10	3 sources
HubSpot	CRM	partial	4/10	2 sources
HumanLayer	Software Factory	partial	4/10	2 sources
AMD Instinct MI355X	GPUs & AI Accelerators	partial	4/10	1 source
Gecko Security	Security Scanners	partial	4/10	1 source
Gitea	Code Hosting	partial	4/10	1 source
Glama	MCP Infrastructure & Registries	partial	4/10	1 source
MotherDuck	Data Warehouses & Lakehouses	partial	4/10	1 source
Airwallex	Online Payments	partial	3/10	5 sources
Brex	Expense Management	partial	3/10	5 sources
Mercury	Startup Banking	partial	3/10	5 sources
Wave	Accounting & Bookkeeping	partial	3/10	5 sources
Kit	Email Marketing	partial	3/10	4 sources
Klaviyo	Email Marketing	partial	3/10	4 sources
Orb	Billing & Subscriptions	partial	3/10	4 sources
Semgrep	Security Scanners	partial	3/10	4 sources
Airweave	AI Memory Layers	partial	3/10	3 sources
Bruno	API platforms	partial	3/10	3 sources
Lago	Billing & Subscriptions	partial	3/10	3 sources
RevenueCat	Billing & Subscriptions	partial	3/10	3 sources
Viam	Robotics Software Platforms	partial	3/10	3 sources
Bento	Email Marketing	partial	3/10	2 sources
CodeRabbit	AI Code Review	partial	3/10	2 sources
Devin	AI Coding Agents	partial	3/10	2 sources
Mailchimp	Email Marketing	partial	3/10	2 sources
Foreloop	Software Factory	partial	3/10	1 source
Lorikeet	AI Customer Support Agents	partial	3/10	1 source
macOS	Desktop OS	partial	3/10	1 source
Synctera	Banking as a Service	partial	3/10	1 source
PagerDuty	Incident Management & On-call	none	—	6 sources
Chargebee	Billing & Subscriptions	none	—	5 sources
Granola	Meeting AI & Notetakers	none	—	5 sources
Lambda	GPU Clouds	none	—	5 sources
mise	Package & Toolchain Managers	none	—	5 sources
Missive	Email Clients & Email AI	none	—	5 sources
Numeral	Sales Tax Automation	none	—	5 sources
Rootly	Incident Management & On-call	none	—	5 sources
SavvyCal	Scheduling & Calendar	none	—	5 sources
Unreal Engine	Game Engines	none	—	5 sources
Aider	AI Coding Agents	none	—	4 sources
Anytype	Notes & Knowledge Bases	none	—	4 sources
Better Stack	Incident Management & On-call	none	—	4 sources
Capacities	Notes & Knowledge Bases	none	—	4 sources
Codex	AI Coding Agents	none	—	4 sources
Deel	Payroll & HR Ops	none	—	4 sources
E2B	Agent Sandboxes & Code Execution	none	—	4 sources
Extend	Document Extraction APIs	none	—	4 sources
Fidelity Private Shares	Cap Table & Equity	none	—	4 sources
Gusto	Payroll & HR Ops	none	—	4 sources
Hoppscotch	API platforms	none	—	4 sources
Jules	Software Factory	none	—	4 sources
Notion	Project Management	none	—	4 sources
Obsidian	Notes & Knowledge Bases	none	—	4 sources
Paddle	Online Payments	none	—	4 sources
Penpot	Design & Prototyping	none	—	4 sources
Polar	Online Payments	none	—	4 sources
QuickBooks Online	Accounting & Bookkeeping	none	—	4 sources
Sakana Marlin	AI Research Agents	none	—	4 sources
Twilio Segment	Customer Data Platforms	none	—	4 sources
Sentry	Observability & Monitoring	none	—	4 sources
TruffleHog	Security Scanners	none	—	4 sources
Unity	Game Engines	none	—	4 sources
Unleash	Feature Flags & Experimentation	none	—	4 sources
Zulip	Team Chat	none	—	4 sources
Anthropic Skills	Agent Skills & Extensions	none	—	3 sources
BILL Spend & Expense	Expense Management	none	—	3 sources
Bitbucket	Code Hosting	none	—	3 sources
Claude Agent SDK	Agent Frameworks & SDKs	none	—	3 sources
Cloudflare Sandboxes	Agent Sandboxes & Code Execution	none	—	3 sources
Crawl4AI	Web Scraping APIs	none	—	3 sources
Cursor Bugbot	AI Code Review	none	—	3 sources
Expensify	Expense Management	none	—	3 sources
Fastmail	Email Clients & Email AI	none	—	3 sources
Fathom	Meeting AI & Notetakers	none	—	3 sources
Fireflies.ai	Meeting AI & Notetakers	none	—	3 sources
Formant	Robotics Software Platforms	none	—	3 sources
Grafana	Observability & Monitoring	none	—	3 sources
GrowthBook	Feature Flags & Experimentation	none	—	3 sources
Honeycomb	Observability & Monitoring	none	—	3 sources
incident.io	Incident Management & On-call	none	—	3 sources
Fin	AI Customer Support Agents	none	—	3 sources
Kintsugi	Sales Tax Automation	none	—	3 sources
LangSmith	LLM Evals & Observability	none	—	3 sources
LaunchDarkly	Feature Flags & Experimentation	none	—	3 sources
Manufact	MCP Infrastructure & Registries	none	—	3 sources
Mercury Books	Accounting & Bookkeeping	none	—	3 sources
Modal Sandboxes	Agent Sandboxes & Code Execution	none	—	3 sources
New Relic	Observability & Monitoring	none	—	3 sources
Omarchy	Desktop OS	none	—	3 sources
PayPal Agentic Commerce	Agentic Commerce	none	—	3 sources
Poke	AI Assistants	none	—	3 sources
Postman	API platforms	none	—	3 sources
Pulumi	Infrastructure as Code	none	—	3 sources
Pydantic AI	Agent Frameworks & SDKs	none	—	3 sources
Pylon	AI Customer Support Agents	none	—	3 sources
Slate	AI Coding Agents	none	—	3 sources
SerpApi	AI Search APIs	none	—	3 sources
Shopify	E-commerce Platforms	none	—	3 sources
Smithery	MCP Infrastructure & Registries	none	—	3 sources
Statsig	Feature Flags & Experimentation	none	—	3 sources
Together AI	AI Inference Providers	none	—	3 sources
Unstructured	Document Extraction APIs	none	—	3 sources
Vercel Sandbox	Agent Sandboxes & Code Execution	none	—	3 sources
Bland	Voice Agent Platforms	none	—	2 sources
BVNK	Stablecoin Payments	none	—	2 sources
Circle	Stablecoin Payments	none	—	2 sources
Consensus	AI Research Agents	none	—	2 sources
Featurebase	Product Feedback & Intent	none	—	2 sources
FutureHouse Platform	AI Research Agents	none	—	2 sources
GlitchTip	Error Tracking	none	—	2 sources
Justworks	Payroll & HR Ops	none	—	2 sources
LlamaParse	Document Extraction APIs	none	—	2 sources
Medusa	E-commerce Platforms	none	—	2 sources
MX	Banking Data APIs	none	—	2 sources
Paperspace	GPU Clouds	none	—	2 sources
Qodo	AI Code Review	none	—	2 sources
Sentry	Error Tracking	none	—	2 sources
Smooth	Browser Automation for Agents	none	—	2 sources
TaxJar	Sales Tax Automation	none	—	2 sources
Blaxel	Agent Sandboxes & Code Execution	none	—	1 source
Bolna	Voice Agent Platforms	none	—	1 source
Composio	MCP Infrastructure & Registries	none	—	1 source
Fly.io	Edge & App Platforms	none	—	1 source
GitHub	Code Hosting	none	—	1 source
Undermind	AI Research Agents	none	—	1 source
Windows	Desktop OS	none	—	1 source
a-Shell	Mobile AI Dev Tools	none	—	0 sources
Alacritty	Terminals	none	—	0 sources
Radeon RX 9070 XT	GPUs & AI Accelerators	none	—	0 sources
Amplitude	Product Analytics	none	—	0 sources
Anrok	Sales Tax Automation	none	—	0 sources
Arize Phoenix	LLM Evals & Observability	none	—	0 sources
AutoGen	Agent Frameworks & SDKs	none	—	0 sources
Avalara AvaTax	Sales Tax Automation	none	—	0 sources
Base44	Vibe-Coding App Builders	none	—	0 sources
Baseten	AI Inference Providers	none	—	0 sources
Bench	Accounting & Bookkeeping	none	—	0 sources
BigCommerce	E-commerce Platforms	none	—	0 sources
Blink Shell	Mobile AI Dev Tools	none	—	0 sources
Bolt.new	Vibe-Coding App Builders	none	—	0 sources
Browser Use	Browser Automation for Agents	none	—	0 sources
Buzz	Team Chat	none	—	0 sources
Canny	Product Feedback & Intent	none	—	0 sources
Canva	Design & Prototyping	none	—	0 sources
Carta	Cap Table & Equity	none	—	0 sources
Checkout.com	Online Payments	none	—	0 sources
ClickHouse	Serverless & Developer Databases	none	—	0 sources
CockroachDB	Serverless & Developer Databases	none	—	0 sources
Codegen	Software Factory	none	—	0 sources
Codex Plugins	Agent Skills & Extensions	none	—	0 sources
Cognee	AI Memory Layers	none	—	0 sources
Coinbase Payments (CDP)	Stablecoin Payments	none	—	0 sources
Column	Banking as a Service	none	—	0 sources
Convex	Backend as a Service	none	—	0 sources
Microsoft Copilot	AI Assistants	none	—	0 sources
CoreWeave	GPU Clouds	none	—	0 sources
CrewAI	Agent Frameworks & SDKs	none	—	0 sources
cubic	AI Coding Agents	none	—	0 sources
Datadog	Observability & Monitoring	none	—	0 sources
Datalab	Document Extraction APIs	none	—	0 sources
Daytona	Agent Sandboxes & Code Execution	none	—	0 sources
Decagon	AI Customer Support Agents	none	—	0 sources
Deepgram Voice Agent	Voice Agent Platforms	none	—	0 sources
Digits	Accounting & Bookkeeping	none	—	0 sources
Docusign	Startup Legal & Incorporation	none	—	0 sources
Elasticsearch	Search Infrastructure	none	—	0 sources
ElevenLabs Agents	Voice Agent Platforms	none	—	0 sources
Factory	Software Factory	none	—	0 sources
Fellow	Meeting AI & Notetakers	none	—	0 sources
Figma	Design & Prototyping	none	—	0 sources
Firecrawl	Web Scraping APIs	none	—	0 sources
FireHydrant	Incident Management & On-call	none	—	0 sources
Floot	Vibe-Coding App Builders	none	—	0 sources
Forter	Payment Fraud Prevention	none	—	0 sources
Framer	Design & Prototyping	none	—	0 sources
Galileo	LLM Evals & Observability	none	—	0 sources
Ghostty	Terminals	none	—	0 sources
GitHub Mobile	Mobile AI Dev Tools	none	—	0 sources
GitLab	Code Hosting	none	—	0 sources
Gitleaks	Security Scanners	none	—	0 sources
Google ADK	Agent Frameworks & SDKs	none	—	0 sources
Gram (Speakeasy)	MCP Infrastructure & Registries	none	—	0 sources
Graphite	AI Code Review	none	—	0 sources
Greptile	AI Code Review	none	—	0 sources
Grok	AI Assistants	none	—	0 sources
Hyperbrowser	Browser Automation for Agents	none	—	0 sources
Increase	Banking as a Service	none	—	0 sources
Insomnia	API platforms	none	—	0 sources
Ironclad	Startup Legal & Incorporation	none	—	0 sources
iTerm2	Terminals	none	—	0 sources
Jan	Local LLM Runtimes	none	—	0 sources
Jina Reader	Web Scraping APIs	none	—	0 sources
Kick	Accounting & Bookkeeping	none	—	0 sources
kitty	Terminals	none	—	0 sources
Langfuse	LLM Evals & Observability	none	—	0 sources
LangGraph	Agent Frameworks & SDKs	none	—	0 sources
Ledgy	Cap Table & Equity	none	—	0 sources
Letta	AI Memory Layers	none	—	0 sources
LiveKit Agents	Voice Agent Platforms	none	—	0 sources
LM Studio	Local LLM Runtimes	none	—	0 sources
LocalAI	Local LLM Runtimes	none	—	0 sources
Logseq	Notes & Knowledge Bases	none	—	0 sources
Lovable	Vibe-Coding App Builders	none	—	0 sources
Mangopay	Marketplace & Platform Payments	none	—	0 sources
Mastercard Open Finance (Finicity)	Banking Data APIs	none	—	0 sources
Meilisearch	Search Infrastructure	none	—	0 sources
Metronome	Billing & Subscriptions	none	—	0 sources
Mixpanel	Product Analytics	none	—	0 sources
Morph	AI Inference Providers	none	—	0 sources
mParticle	Customer Data Platforms	none	—	0 sources
Microsoft Teams	Team Chat	none	—	0 sources
Muse	AI Assistants	none	—	0 sources
Navan	Expense Management	none	—	0 sources
Neon	Serverless & Developer Databases	none	—	0 sources
Netlify	Edge & App Platforms	none	—	0 sources
Gemini Notebook (NotebookLM)	AI Research Agents	none	—	0 sources
NVIDIA B200	GPUs & AI Accelerators	none	—	0 sources
NVIDIA H200 (SXM)	GPUs & AI Accelerators	none	—	0 sources
GeForce RTX 5070 Ti	GPUs & AI Accelerators	none	—	0 sources
GeForce RTX 5080	GPUs & AI Accelerators	none	—	0 sources
GeForce RTX 5090	GPUs & AI Accelerators	none	—	0 sources
RTX PRO 6000 Blackwell	GPUs & AI Accelerators	none	—	0 sources
Omnara	Software Factory	none	—	0 sources
OpenAI Agents SDK	Agent Frameworks & SDKs	none	—	0 sources
OpenCode	AI Coding Agents	none	—	0 sources
Orama	Search Infrastructure	none	—	0 sources
Perplexity	AI Assistants	none	—	0 sources
Perplexity Sonar API	AI Search APIs	none	—	0 sources
Pilot	Accounting & Bookkeeping	none	—	0 sources
Pipecat	Voice Agent Platforms	none	—	0 sources
Pipedream MCP	MCP Infrastructure & Registries	none	—	0 sources
Plaid	Banking Data APIs	none	—	0 sources
Plausible Analytics	Product Analytics	none	—	0 sources
Poly	Notes & Knowledge Bases	none	—	0 sources
Productboard	Product Feedback & Intent	none	—	0 sources
Puzzle	Accounting & Bookkeeping	none	—	0 sources
Railway	Edge & App Platforms	none	—	0 sources
Rainforest	Marketplace & Platform Payments	none	—	0 sources
Ramp	Expense Management	none	—	0 sources
Reducto	Document Extraction APIs	none	—	0 sources
Render	Edge & App Platforms	none	—	0 sources
Retell AI	Voice Agent Platforms	none	—	0 sources
Runloop	Agent Sandboxes & Code Execution	none	—	0 sources
Runpod	GPU Clouds	none	—	0 sources
ScrapingBee	Web Scraping APIs	none	—	0 sources
Sierra	AI Customer Support Agents	none	—	0 sources
Skyvern	Browser Automation for Agents	none	—	0 sources
smolagents	Agent Frameworks & SDKs	none	—	0 sources
Snyk	Security Scanners	none	—	0 sources
Steel	Browser Automation for Agents	none	—	0 sources
Stripe Connect	Marketplace & Platform Payments	none	—	0 sources
Stripe Financial Connections	Banking Data APIs	none	—	0 sources
Stripe Issuing	Card Issuing Platforms	none	—	0 sources
Stripe Treasury	Banking as a Service	none	—	0 sources
Sumsub	Identity Verification & KYC	none	—	0 sources
Supabase	Backend as a Service	none	—	0 sources
Swell	E-commerce Platforms	none	—	0 sources
Teller	Banking Data APIs	none	—	0 sources
Termius	Mobile AI Dev Tools	none	—	0 sources
Terraform	Infrastructure as Code	none	—	0 sources
Tilled	Marketplace & Platform Payments	none	—	0 sources
Treasury Prime	Banking as a Service	none	—	0 sources
Turso	Serverless & Developer Databases	none	—	0 sources
Typesense	Search Infrastructure	none	—	0 sources
Ubuntu Desktop	Desktop OS	none	—	0 sources
Unit	Banking as a Service	none	—	0 sources
v0	Vibe-Coding App Builders	none	—	0 sources
Vapi	Voice Agent Platforms	none	—	0 sources
Vast.ai	GPU Clouds	none	—	0 sources
WezTerm	Terminals	none	—	0 sources
Wise Business	Startup Banking	none	—	0 sources
WooCommerce	E-commerce Platforms	none	—	0 sources
Working Copy	Mobile AI Dev Tools	none	—	0 sources
Xero	Accounting & Bookkeeping	none	—	0 sources
Zero	Email Clients & Email AI	none	—	0 sources
Reflect	Notes & Knowledge Bases	n/a	—	2 sources
Honeybadger	Error Tracking	n/a	—	1 source
1Password	Authenticator Apps	n/a	—	0 sources
2FAS	Authenticator Apps	n/a	—	0 sources
Adyen	Online Payments	n/a	—	0 sources
Adyen Issuing	Card Issuing Platforms	n/a	—	0 sources
Adyen In-Person Payments	Mobile & In-Person Payments	n/a	—	0 sources
AgentMail	Email Clients & Email AI	n/a	—	0 sources
AMD Ryzen 9 9950X3D	Processors	n/a	—	0 sources
AMD Ryzen AI Max+ 395	Processors	n/a	—	0 sources
Angular	Frontend Frameworks	n/a	—	0 sources
Apple M4 Max	Processors	n/a	—	0 sources
Apple M4 Pro	Processors	n/a	—	0 sources
Apple M5	Processors	n/a	—	0 sources
Auth0	Auth & Identity	n/a	—	0 sources
Authy	Authenticator Apps	n/a	—	0 sources
Autumn	Online Payments	n/a	—	0 sources
Babylon.js	Game Engines	n/a	—	0 sources
Beglaubigt.de	Startup Legal & Incorporation	n/a	—	0 sources
Better Auth	Auth & Identity	n/a	—	0 sources
Bevy	Game Engines	n/a	—	0 sources
Bitwarden	Authenticator Apps	n/a	—	0 sources
Brave Search API	AI Search APIs	n/a	—	0 sources
BugSnag	Error Tracking	n/a	—	0 sources
Bun (package manager)	Package & Toolchain Managers	n/a	—	0 sources
Cake Equity	Cap Table & Equity	n/a	—	0 sources
Cerebras Inference	AI Inference Providers	n/a	—	0 sources
Chroma	Vector Databases & Memory Stores	n/a	—	0 sources
Claude Design	Design & Prototyping	n/a	—	0 sources
Clerk	Auth & Identity	n/a	—	0 sources
Clerky	Startup Legal & Incorporation	n/a	—	0 sources
Cloudflare AI Gateway	Model Gateways & Routers	n/a	—	0 sources
Coinbase x402	Agentic Commerce	n/a	—	0 sources
Crossmint	Agentic Commerce	n/a	—	0 sources
Crossplane	Infrastructure as Code	n/a	—	0 sources
cubic	AI Code Review	n/a	—	0 sources
DeepInfra	AI Inference Providers	n/a	—	0 sources
Discord	Team Chat	n/a	—	0 sources
Docusaurus	Developer Docs Platforms	n/a	—	0 sources
Ente Auth	Authenticator Apps	n/a	—	0 sources
Entrust Identity Verification (Onfido)	Identity Verification & KYC	n/a	—	0 sources
Fedora Workstation	Desktop OS	n/a	—	0 sources
Feitian FIDO Keys	Hardware Security Keys	n/a	—	0 sources
Fireworks AI	AI Inference Providers	n/a	—	0 sources
Firstbase	Startup Legal & Incorporation	n/a	—	0 sources
Gazebo	Robotics Software Platforms	n/a	—	0 sources
GitBook	Developer Docs Platforms	n/a	—	0 sources
Godot Engine	Game Engines	n/a	—	0 sources
Google Authenticator	Authenticator Apps	n/a	—	0 sources
Google Titan Security Key	Hardware Security Keys	n/a	—	0 sources
Groq	AI Inference Providers	n/a	—	0 sources
Helicone	LLM Evals & Observability	n/a	—	0 sources
HelixDB	Vector Databases & Memory Stores	n/a	—	0 sources
Highnote	Card Issuing Platforms	n/a	—	0 sources
Homebrew	Package & Toolchain Managers	n/a	—	0 sources
Intel Core Ultra 7 258V	Processors	n/a	—	0 sources
Intel Core Ultra 9 285K	Processors	n/a	—	0 sources
Keycloak	Auth & Identity	n/a	—	0 sources
Kong	API platforms	n/a	—	0 sources
Kong AI Gateway	Model Gateways & Routers	n/a	—	0 sources
LanceDB	Vector Databases & Memory Stores	n/a	—	0 sources
LegalZoom	Startup Legal & Incorporation	n/a	—	0 sources
LiteLLM	Model Gateways & Routers	n/a	—	0 sources
Lithic	Card Issuing Platforms	n/a	—	0 sources
llama.cpp	Local LLM Runtimes	n/a	—	0 sources
llamafile	Local LLM Runtimes	n/a	—	0 sources
Marqeta	Card Issuing Platforms	n/a	—	0 sources
Skills for Real Engineers	Agent Skills & Extensions	n/a	—	0 sources
Mem0	AI Memory Layers	n/a	—	0 sources
Microsoft Authenticator	Authenticator Apps	n/a	—	0 sources
Milvus	Vector Databases & Memory Stores	n/a	—	0 sources
Mistral Document AI	Document Extraction APIs	n/a	—	0 sources
MoonPay	Stablecoin Payments	n/a	—	0 sources
Nitrokey	Hardware Security Keys	n/a	—	0 sources
Nix	Package & Toolchain Managers	n/a	—	0 sources
NVIDIA Isaac	Robotics Software Platforms	n/a	—	0 sources
Ollama	Local LLM Runtimes	n/a	—	0 sources
OpenRouter	Model Gateways & Routers	n/a	—	0 sources
OpenTofu	Infrastructure as Code	n/a	—	0 sources
Paxos	Stablecoin Payments	n/a	—	0 sources
Persona	Identity Verification & KYC	n/a	—	0 sources
Phaser	Game Engines	n/a	—	0 sources
Pinecone	Vector Databases & Memory Stores	n/a	—	0 sources
Plaid Identity Verification	Identity Verification & KYC	n/a	—	0 sources
PlayCanvas	Game Engines	n/a	—	0 sources
pnpm	Package & Toolchain Managers	n/a	—	0 sources
Portkey	Model Gateways & Routers	n/a	—	0 sources
Proton Pass	Authenticator Apps	n/a	—	0 sources
Pulley	Cap Table & Equity	n/a	—	0 sources
Qdrant	Vector Databases & Memory Stores	n/a	—	0 sources
Snapdragon X2 Elite Extreme	Processors	n/a	—	0 sources
Raygun	Error Tracking	n/a	—	0 sources
React	Frontend Frameworks	n/a	—	0 sources
ReadMe	Developer Docs Platforms	n/a	—	0 sources
Requesty	Model Gateways & Routers	n/a	—	0 sources
Riskified	Payment Fraud Prevention	n/a	—	0 sources
Rive	Design & Prototyping	n/a	—	0 sources
Rollbar	Error Tracking	n/a	—	0 sources
ROS 2	Robotics Software Platforms	n/a	—	0 sources
RudderStack	Customer Data Platforms	n/a	—	0 sources
Shopify Agentic Commerce	Agentic Commerce	n/a	—	0 sources
Sift	Payment Fraud Prevention	n/a	—	0 sources
Signifyd	Payment Fraud Prevention	n/a	—	0 sources
SigNoz	Observability & Monitoring	n/a	—	0 sources
Sketch	Design & Prototyping	n/a	—	0 sources
skills.sh	Agent Skills & Extensions	n/a	—	0 sources
Skyfire	Agentic Commerce	n/a	—	0 sources
SolidJS	Frontend Frameworks	n/a	—	0 sources
SoloKeys Solo 2	Hardware Security Keys	n/a	—	0 sources
Spline	Design & Prototyping	n/a	—	0 sources
Square	Mobile & In-Person Payments	n/a	—	0 sources
Stagehand	Browser Automation for Agents	n/a	—	0 sources
Stripe Agentic Commerce	Agentic Commerce	n/a	—	0 sources
Stripe Atlas	Startup Legal & Incorporation	n/a	—	0 sources
Stripe Crypto & Stablecoins	Stablecoin Payments	n/a	—	0 sources
Stripe Identity	Identity Verification & KYC	n/a	—	0 sources
Stripe Radar	Payment Fraud Prevention	n/a	—	0 sources
Stripe Tax	Sales Tax Automation	n/a	—	0 sources
Stripe Terminal	Mobile & In-Person Payments	n/a	—	0 sources
SumUp	Mobile & In-Person Payments	n/a	—	0 sources
Supermemory	AI Memory Layers	n/a	—	0 sources
Superpowers	Agent Skills & Extensions	n/a	—	0 sources
Svelte	Frontend Frameworks	n/a	—	0 sources
Tailscale	Mobile AI Dev Tools	n/a	—	0 sources
Tavily	AI Search APIs	n/a	—	0 sources
three.js	Game Engines	n/a	—	0 sources
Token2	Hardware Security Keys	n/a	—	0 sources
Trivy	Security Scanners	n/a	—	0 sources
uv	Package & Toolchain Managers	n/a	—	0 sources
Vercel AI Gateway	Model Gateways & Routers	n/a	—	0 sources
Veriff	Identity Verification & KYC	n/a	—	0 sources
Vestd	Cap Table & Equity	n/a	—	0 sources
Visa Intelligent Commerce	Agentic Commerce	n/a	—	0 sources
vLLM	Local LLM Runtimes	n/a	—	0 sources
Vue.js	Frontend Frameworks	n/a	—	0 sources
W&B Weave	LLM Evals & Observability	n/a	—	0 sources
Weaviate	Vector Databases & Memory Stores	n/a	—	0 sources
WorkOS	Auth & Identity	n/a	—	0 sources
YubiKey	Hardware Security Keys	n/a	—	0 sources
Zep	AI Memory Layers	n/a	—	0 sources

Verdicts are judged per arena against that arena’s evidence packs, so the same tier can rest on different evidence depth across arenas — follow a row to the product page for the full rationale.