Benchmark your eng team's AI agent maturity in 5 minutes
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we had hundreds of discussions with engineering leaders over the past few months, and everyone's trying to understand where they are in the AI journey.we collected all this data into a benchmark and built a free grader to let you know where you stand.you answer on a 1–5 scale (e.g., autonomy runs from "suggestions only" to "agents own multi-hour workflows across code, infra, and external systems") - takes about 5 minutes.https://agent-benchmarks.com/software-factory/waiting for your results!
HN · launched Jul 14, 2026 · 14 upvotes (top 37%) · 0 views
Niche: ai intelligence and analysis tools · 141 launches, 17 in the last 7 days ▲ +13% · Explore this niche →
Category and tags
- Horizontal
- Analytics & BI
- B2B
- AI-native
- Commercial product
Visit website ↗ Source listing ↗
More like this: all 141 launches in ai intelligence and analysis tools →
Could you build this?
Yes A 5-minute survey tool that scores an engineering team on a 1-5 scale and renders percentile badges and OG share images is a trivial web app.
Discussion
8 comments analyzed.
Competitors mentioned: CodeRabbit
Concerns raised: Unclear hover-over explanations for scoring criteria, Survey methodology may not accurately represent market reality, 'Software factory' terminology misleading for autonomous agents, Scoring system suspicious or questionable validity
Feature requests: Show score results after agent completion
Competitors
Other products that read as similar to this one : 1666 launches clear the similarity bar, closest 8 shown.
Attention rank: #622 of 1667 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 258 days after the earliest competitor.
- Feedback Bench by Enterpret · ph · 2026-10-07 · 8 upvotes · similarity 0.56
- First autonomous ML and AI engineering Agent · hn · 2026-01-22 · 5 upvotes · similarity 0.55
- Samir GenAI Academy · ph · 2026-10-17 · 1 upvotes · similarity 0.53
- Agent Mode on Arena · ph · 2026-06-05 · 188 upvotes · similarity 0.52
- Humwork - Connect AI agents with human experts in 30 seconds · yc · 2026-04-15 · 25 upvotes · similarity 0.49
- Build-ai-agent-no-code · github · 2026-09-15 · 8 upvotes · similarity 0.49
- AI Agent Code Review Kit · ph · 2026-09-10 · 1 upvotes · similarity 0.49
- Agent-evals · hn · 2026-05-04 · 9 upvotes · similarity 0.49
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.