Changelog
What changed, honestly
Rank flips, PA Score moves of 2.0+ points, new products, and new arenas — derived at build time from the committed score history, never hand-written. Scores only move when evidence and verdicts are re-derived, so a quiet day means nothing changed.
History begins Aug 28 '26 — the day score tracking started. Earlier movement isn’t recorded, so it isn’t shown. Showing the most recent 30 days with activity (max 200 events).
The same history, summed per product: rising & falling — the biggest 30-day score moves →
Sep 16 '26 2026-09-16
- DBOS overtook Trigger.dev in Durable Execution Engines (40.5 vs 39.4)
Unstructured overtook 
Mistral Document AI in Document Extraction APIs (26.1 vs 20.4)- Unstructured +6.7 PA Score in Document Extraction APIs (→ 26.1)
Temporal overtook Trigger.dev in Durable Execution Engines (42.7 vs 40.7)- Temporal overtook DBOS in Durable Execution Engines (42.7 vs 40.5)
- Temporal overtook Inngest in Durable Execution Engines (42.7 vs 38.5)
- Temporal overtook Hatchet in Durable Execution Engines (42.7 vs 37.4)
- Temporal +8.6 PA Score in Durable Execution Engines (→ 42.7)
Render overtook 
Cloudflare Workers in Edge & App Platforms (38.7 vs 33.9)- Render overtook
Railway in Edge & App Platforms (38.7 vs 28.1) - Render overtook
Vercel in Edge & App Platforms (38.7 vs 25.3) - Render overtook
Netlify in Edge & App Platforms (38.7 vs 22.2) - Render +18.0 PA Score in Edge & App Platforms (→ 38.7)
Reducto -2.8 PA Score in Document Extraction APIs (→ 39.2)- Temporal overtook Restate in Durable Execution Engines (34.1 vs 33.4)
- Railway overtook Vercel in Edge & App Platforms (28.1 vs 25.3)
- Railway overtook Netlify in Edge & App Platforms (28.1 vs 22.2)
- Railway overtook Render in Edge & App Platforms (28.1 vs 20.7)
- Railway overtook
Fly.io in Edge & App Platforms (28.1 vs 19.6) - Railway +14.6 PA Score in Edge & App Platforms (→ 28.1)
- Fly.io overtook Railway in Edge & App Platforms (19.6 vs 13.5)
- Vercel overtook Netlify in Edge & App Platforms (25.3 vs 22.2)
- Vercel overtook Render in Edge & App Platforms (25.3 vs 20.7)
- Fly.io +8.0 PA Score in Edge & App Platforms (→ 19.6)
- Vercel +7.0 PA Score in Edge & App Platforms (→ 25.3)
Snyk overtook 
TruffleHog in Security Scanners (24.2 vs 22.6)
Trivy overtook TruffleHog in Security Scanners (27.0 vs 22.6)- TruffleHog -5.6 PA Score in Security Scanners (→ 22.6)
- DBOS overtook Inngest in Durable Execution Engines (40.5 vs 38.5)
- Inngest -2.1 PA Score in Durable Execution Engines (→ 38.5)
Extend overtook 
LlamaParse in Document Extraction APIs (33.1 vs 32.5)- LlamaParse -6.2 PA Score in Document Extraction APIs (→ 32.5)
- Hatchet overtook Restate in Durable Execution Engines (37.4 vs 34.2)
- Hatchet overtook Temporal in Durable Execution Engines (37.4 vs 34.1)
- Hatchet +4.0 PA Score in Durable Execution Engines (→ 37.4)
- TruffleHog overtook Trivy in Security Scanners (28.2 vs 27.0)
- Trivy -2.5 PA Score in Security Scanners (→ 27.0)
Honeybadger +2.3 PA Score in Error Tracking (→ 28.8)- Inngest overtook DBOS in Durable Execution Engines (40.6 vs 40.5)
- Trigger.dev overtook DBOS in Durable Execution Engines (40.7 vs 40.5)
Semgrep overtook 
Gitleaks in Security Scanners (30.2 vs 30.1)- Semgrep overtook Trivy in Security Scanners (30.2 vs 29.5)
Typesense overtook 
Orama in Search Infrastructure (27.4 vs 26.8)- Typesense +2.5 PA Score in Search Infrastructure (→ 27.4)
Algolia overtook Orama in Search Infrastructure (30.5 vs 26.8)
Meilisearch overtook Orama in Search Infrastructure (29.2 vs 26.8)- Orama -7.5 PA Score in Search Infrastructure (→ 26.8)
- Gitleaks -2.0 PA Score in Security Scanners (→ 30.1)
Expensify +2.2 PA Score in Expense Management (→ 10.9)
Gecko Security overtook Gitleaks in Security Scanners (34.6 vs 32.1)- Gecko Security +5.0 PA Score in Security Scanners (→ 34.6)
BILL Spend & Expense +2.6 PA Score in Expense Management (→ 23.9)
Motion overtook 
SavvyCal in Scheduling & Calendar (18.3 vs 13.2)
Reclaim.ai overtook SavvyCal in Scheduling & Calendar (13.3 vs 13.2)- SavvyCal -8.9 PA Score in Scheduling & Calendar (→ 13.2)
Shortwave +2.5 PA Score in Email Clients & Email AI (→ 21.6)- Typesense overtook
Elasticsearch in Search Infrastructure (24.9 vs 17.4) - Elasticsearch -7.5 PA Score in Search Infrastructure (→ 17.4)
Pulley overtook 
Vestd in Cap Table & Equity (4.7 vs 3.9)- Pulley overtook
Fidelity Private Shares in Cap Table & Equity (4.7 vs 2.6) - Pulley +2.9 PA Score in Cap Table & Equity (→ 4.7)
- Motion overtook Reclaim.ai in Scheduling & Calendar (18.3 vs 13.3)
- Reclaim.ai -8.3 PA Score in Scheduling & Calendar (→ 13.3)
Mintlify -3.5 PA Score in Developer Docs Platforms (→ 38.4)- Fidelity Private Shares overtook Pulley in Cap Table & Equity (2.6 vs 1.8)
ROS 2 overtook 
Viam in Robotics Software Platforms (29.7 vs 28.4)
Zero overtook 
Missive in Email Clients & Email AI (28.1 vs 24.3)- Missive -5.9 PA Score in Email Clients & Email AI (→ 24.3)
GitBook overtook 
Docusaurus in Developer Docs Platforms (31.6 vs 30.2)- GitBook overtook
ReadMe in Developer Docs Platforms (31.6 vs 28.5) - GitBook +6.4 PA Score in Developer Docs Platforms (→ 31.6)
Rive overtook 
Figma in Design & Prototyping (31.0 vs 29.8)- Rive overtook
Penpot in Design & Prototyping (31.0 vs 29.5) 
Cal.com -6.1 PA Score in Scheduling & Calendar (→ 30.0)
Cake Equity overtook 
Ledgy in Cap Table & Equity (11.3 vs 5.3)- Cake Equity +7.3 PA Score in Cap Table & Equity (→ 11.3)
- Figma overtook Penpot in Design & Prototyping (29.8 vs 29.5)
Spline overtook Penpot in Design & Prototyping (32.7 vs 29.5)- Penpot -7.6 PA Score in Design & Prototyping (→ 29.5)
Fern overtook Mintlify in Developer Docs Platforms (43.1 vs 41.9)- Fern +3.4 PA Score in Developer Docs Platforms (→ 43.1)
Featurebase +2.1 PA Score in Product Feedback & Intent (→ 14.4)
Formant overtook 
Gazebo in Robotics Software Platforms (22.8 vs 21.0)- Gazebo -2.4 PA Score in Robotics Software Platforms (→ 21.0)
Swell -4.8 PA Score in E-commerce Platforms (→ 17.3)- Formant +4.8 PA Score in Robotics Software Platforms (→ 22.8)
Shopify -3.8 PA Score in E-commerce Platforms (→ 32.2)
Omarchy +7.6 PA Score in Desktop OS (→ 27.4)
Canny +2.8 PA Score in Product Feedback & Intent (→ 17.9)
Productboard +4.1 PA Score in Product Feedback & Intent (→ 27.0)- Spline overtook Figma in Design & Prototyping (32.7 vs 29.8)
- Figma -4.1 PA Score in Design & Prototyping (→ 29.8)
Fedora Workstation overtook 
Ubuntu Desktop in Desktop OS (5.6 vs 5.3)
BigCommerce overtook Swell in E-commerce Platforms (25.6 vs 22.1)- BigCommerce +7.9 PA Score in E-commerce Platforms (→ 25.6)
QuickBooks Online +2.9 PA Score in Accounting & Bookkeeping (→ 27.7)
Puzzle +2.4 PA Score in Accounting & Bookkeeping (→ 24.5)
Xero +2.0 PA Score in Accounting & Bookkeeping (→ 30.5)
Bench entered the Accounting & Bookkeeping arena
Digits entered the Accounting & Bookkeeping arena
FreshBooks entered the Accounting & Bookkeeping arena
Kick entered the Accounting & Bookkeeping arena
Mercury Books entered the Accounting & Bookkeeping arena
Wave entered the Accounting & Bookkeeping arena
Zoho Books entered the Accounting & Bookkeeping arena- Lorikeet overtook Pylon in AI Customer Support Agents (31.2 vs 30.9)
- Lorikeet overtook Parahelp in AI Customer Support Agents (31.2 vs 29.4)
- Lorikeet overtook Fin in AI Customer Support Agents (31.2 vs 29.2)
- Lorikeet +3.7 PA Score in AI Customer Support Agents (→ 31.2)
- Parahelp overtook Fin in AI Customer Support Agents (29.4 vs 29.2)
- Pylon overtook Fin in AI Customer Support Agents (30.9 vs 29.2)
- Fin -5.2 PA Score in AI Customer Support Agents (→ 29.2)
Perplexity Sonar API overtook 
Brave Search API in AI Search APIs (32.7 vs 31.0)- Perplexity Sonar API overtook
Exa in AI Search APIs (32.7 vs 31.0) - Perplexity Sonar API +2.5 PA Score in AI Search APIs (→ 32.7)
- Exa overtook Perplexity Sonar API in AI Search APIs (31.0 vs 30.2)
- Exa +2.3 PA Score in AI Search APIs (→ 31.0)
- Brave Search API overtook Perplexity Sonar API in AI Search APIs (31.0 vs 30.2)
- Brave Search API overtook Exa in AI Search APIs (31.0 vs 28.7)
- Brave Search API overtook
SerpApi in AI Search APIs (31.0 vs 22.8) - Brave Search API +9.4 PA Score in AI Search APIs (→ 31.0)
Undermind -2.5 PA Score in AI Research Agents (→ 16.1)
Amplitude -2.5 PA Score in Product Analytics (→ 31.5)
Elicit overtook 
Consensus in AI Research Agents (28.4 vs 19.1)- Elicit overtook
FutureHouse Platform in AI Research Agents (28.4 vs 18.6) - Elicit overtook Undermind in AI Research Agents (28.4 vs 18.6)
- Elicit +10.3 PA Score in AI Research Agents (→ 28.4)
- Consensus overtook FutureHouse Platform in AI Research Agents (19.1 vs 18.6)
- Consensus overtook Undermind in AI Research Agents (19.1 vs 18.6)
- Consensus overtook Elicit in AI Research Agents (19.1 vs 18.1)
Cognee overtook 
Supermemory in AI Memory Layers (29.2 vs 28.9)
Zep overtook Supermemory in AI Memory Layers (29.3 vs 28.9)- Supermemory -10.3 PA Score in AI Memory Layers (→ 28.9)
Mem0 -2.1 PA Score in AI Memory Layers (→ 46.8)
Letta overtook 
Airweave in AI Memory Layers (43.3 vs 39.8)- Letta overtook Supermemory in AI Memory Layers (43.3 vs 39.2)
- Letta +5.5 PA Score in AI Memory Layers (→ 43.3)
- Mem0 +2.2 PA Score in AI Memory Layers (→ 48.9)
cubic overtook 
Cursor in AI Coding Agents (26.8 vs 26.7)- cubic +4.1 PA Score in AI Coding Agents (→ 26.8)
Google ADK overtook 
smolagents in Agent Frameworks & SDKs (34.8 vs 33.4)- Google ADK overtook
CrewAI in Agent Frameworks & SDKs (34.8 vs 32.9) - Google ADK +2.2 PA Score in Agent Frameworks & SDKs (→ 34.8)
- Aider overtook
Conductor in AI Coding Agents (30.5 vs 29.8) 
Devin overtook Conductor in AI Coding Agents (30.2 vs 29.8)
Salesforce Sales Cloud overtook 
Attio in CRM (33.6 vs 32.5)- Salesforce Sales Cloud +4.9 PA Score in CRM (→ 33.6)
Runloop overtook 
Maritime in Agent Sandboxes & Code Execution (29.8 vs 28.7)- Runloop overtook
Vercel Sandbox in Agent Sandboxes & Code Execution (29.8 vs 23.5) - Runloop +6.6 PA Score in Agent Sandboxes & Code Execution (→ 29.8)
Claude Agent SDK overtook 
OpenAI Agents SDK in Agent Frameworks & SDKs (38.1 vs 37.2)
Modal Sandboxes +4.4 PA Score in Agent Sandboxes & Code Execution (→ 20.1)- QuickBooks Online overtook Puzzle in Accounting & Bookkeeping (23.7 vs 22.1)
- Puzzle -2.5 PA Score in Accounting & Bookkeeping (→ 22.1)
E2B -4.3 PA Score in Agent Sandboxes & Code Execution (→ 34.1)- Puzzle overtook QuickBooks Online in Accounting & Bookkeeping (24.6 vs 23.7)
- Puzzle +9.9 PA Score in Accounting & Bookkeeping (→ 24.6)
- Xero +3.9 PA Score in Accounting & Bookkeeping (→ 28.5)
- E2B overtook
Daytona in Agent Sandboxes & Code Execution (38.4 vs 33.4) - E2B +9.7 PA Score in Agent Sandboxes & Code Execution (→ 38.4)
- Maritime +3.8 PA Score in Agent Sandboxes & Code Execution (→ 28.7)
Notte overtook 
Browser Use in Browser Automation for Agents (24.4 vs 23.3)- Notte +3.0 PA Score in Browser Automation for Agents (→ 24.4)
Auth0 overtook 
Better Auth in Auth & Identity (32.3 vs 32.0)- Auth0 +7.2 PA Score in Auth & Identity (→ 32.3)
Grok overtook 
Perplexity in AI Assistants (26.1 vs 25.0)
Hyperbrowser overtook 
Stagehand in Browser Automation for Agents (29.7 vs 28.1)- Hyperbrowser +5.0 PA Score in Browser Automation for Agents (→ 29.7)
Notion overtook 
monday.com in Project Management (35.2 vs 34.9)- Notion +3.5 PA Score in Project Management (→ 35.2)
- Aider overtook Devin in AI Coding Agents (30.5 vs 30.2)
Codex Plugins overtook 
skills.sh in Agent Skills & Extensions (18.5 vs 18.0)
Skills for Real Engineers overtook skills.sh in Agent Skills & Extensions (19.1 vs 18.0)
macOS overtook 
Windows in Desktop OS (9.9 vs 8.8)- macOS overtook Ubuntu Desktop in Desktop OS (9.9 vs 6.0)
- macOS overtook Fedora Workstation in Desktop OS (9.9 vs 4.2)
- macOS +5.8 PA Score in Desktop OS (→ 9.9)
Replit overtook 
Base44 in Vibe-Coding App Builders (26.0 vs 24.7)- Replit overtook
v0 in Vibe-Coding App Builders (26.0 vs 21.0) - Replit +6.1 PA Score in Vibe-Coding App Builders (→ 26.0)
- Hyperbrowser overtook Browser Use in Browser Automation for Agents (24.7 vs 23.3)
Skyvern overtook Browser Use in Browser Automation for Agents (32.3 vs 23.3)- Stagehand overtook Browser Use in Browser Automation for Agents (28.1 vs 23.3)
- Browser Use -15.6 PA Score in Browser Automation for Agents (→ 23.3)
- Skills for Real Engineers overtook Codex Plugins in Agent Skills & Extensions (19.1 vs 18.5)
- monday.com overtook Notion in Project Management (34.9 vs 31.7)
- monday.com overtook
ClickUp in Project Management (34.9 vs 31.1) - monday.com +4.8 PA Score in Project Management (→ 34.9)
- cubic overtook
Greptile in AI Code Review (27.8 vs 27.1) 
Qodo overtook Greptile in AI Code Review (28.2 vs 27.1)- Codex Plugins overtook Skills for Real Engineers in Agent Skills & Extensions (18.5 vs 18.0)
- Codex Plugins +5.7 PA Score in Agent Skills & Extensions (→ 18.5)
GitHub overtook 
Gitea in Code Hosting (43.6 vs 28.4)- GitHub +17.1 PA Score in Code Hosting (→ 43.6)
GitLab +5.2 PA Score in Code Hosting (→ 55.5)
Lovable overtook Base44 in Vibe-Coding App Builders (27.1 vs 24.7)- Lovable overtook v0 in Vibe-Coding App Builders (27.1 vs 21.0)
- Lovable overtook
Floot in Vibe-Coding App Builders (27.1 vs 19.5) - Replit overtook Floot in Vibe-Coding App Builders (19.9 vs 19.5)
- Replit overtook
Bolt.new in Vibe-Coding App Builders (19.9 vs 15.8)