Armature - Making your app finally usable by AI agents
Armature helps companies monitor, analyze, and optimize how AI agents experience their products.
Details
- External ID
- 101594
- Source
- YC
- Company
- Armature
- Product
- Armature - Making your app finally usable by AI agents
- Website domain
- armature.tech
- Launched
- May 19, 2026
- Cohort
- Spring 2026
- Upvotes
- 25
- Upvotes percentile
- 0.6268656716417911
- Tags
- Artificial Intelligence, Marketing, SEO, AI, APIs
- Fetched at
- Sept. 30, 2026, 5 p.m.
- Updated at
- Sept. 30, 2026, 5 p.m.
Enrichment
- Theme
- ai cybersecurity and penetration testing
- Vertical
- Horizontal
- Function
- Observability & eval
- Audience
- B2B
- AI stance
- AI feature
- Project type
- Commercial product
- Normalized one-liner
- monitoring and optimization platform for ai agent user experience
- Manually corrected
- False
Could you build this?
Yes This is an observability and analytics dashboard focused on recording, inspecting, and linting agent interactions (MCP endpoints, API calls, and site usability) for LLM tools.
Competitors
Other products that read as similar to this one — 209 launches clear the similarity bar, closest 8 shown.
Attention rank: #94 of 210 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 194 days after the earliest competitor.
- Product analytics (and evals) for agent sessions on your MCP · hn · 2026-08-03 · 42 upvotes · similarity 0.46
- Comperra · ph · 2026-09-22 · 2 upvotes · similarity 0.42
- Ace from Automat: it's instinct, but for work · yc · 2026-09-30 · — upvotes · similarity 0.41
- Weavable · ph · 2026-05-11 · 234 upvotes · similarity 0.41
- Intencion · hn · 2026-06-04 · 9 upvotes · similarity 0.40
- Aqore Staffing Software AI Agents · ph · 2026-09-22 · 1 upvotes · similarity 0.40
- Atty · ph · 2026-09-08 · 1 upvotes · similarity 0.40
- Mount - The AI-Agent Insurance Carrier · yc · 2026-05-22 · 181 upvotes · similarity 0.40
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a observability & eval tool for Media & entertainment yet.