Ashr: Mimic Your Production Environment and Users to Catch Agent Fails
Custom Tests and Evals Simulating Real User Behavior
Details
- External ID
- 98286
- Source
- YC
- Company
- Ashr
- Product
- Ashr: Mimic Your Production Environment and Users to Catch Agent Fails
- Website domain
- ashr.io
- Launched
- Feb. 27, 2026
- Cohort
- Winter 2026
- Upvotes
- 9
- Upvotes percentile
- 0.1821705426356589
- Tags
- Artificial Intelligence, Deep Learning, Generative AI, Reinforcement Learning, Data Engineering
- Fetched at
- Sept. 30, 2026, 5 p.m.
- Updated at
- Sept. 30, 2026, 5 p.m.
Enrichment
- Theme
- ai agent infrastructure and tooling
- Vertical
- Horizontal
- Function
- Observability & eval
- Audience
- B2B
- AI stance
- AI feature
- Project type
- Commercial product
- Normalized one-liner
- testing and evaluation platform for ai agents
- Manually corrected
- False
Could you build this?
Partial While an AI coding assistant can easily scaffold LLM evaluation scripts and basic test runners, reliably simulating complex production environments and stateful user interactions without high flakiness requires specialized infrastructure.
What it would actually take: The architecture requires an isolated containerized sandbox orchestration layer (such as Firecracker microVMs or Docker) paired with an API traffic replay and masking proxy to mirror production states. The hard parts include state management across multi-step agent actions, synthetic user trajectory generation that accurately models adversarial edge cases, and automated verifiers that avoid semantic evaluation drift. This requires distributed systems expertise and familiarity with agent evaluation frameworks.
Competitors
Other products that read as similar to this one — 1882 launches clear the similarity bar, closest 8 shown.
Attention rank: #1405 of 1883 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 121 days after the earliest competitor.
- Buildbox: Agent analytics for real user outcomes · yc · 2026-08-03 · 10 upvotes · similarity 0.73
- Mirrors · hn · 2026-07-02 · 8 upvotes · similarity 0.68
- Agentsnap · hn · 2026-07-29 · 5 upvotes · similarity 0.63
- 514 · hn · 2026-08-07 · 10 upvotes · similarity 0.63
- Fulcrum: The Agentic Debugger for AI Systems · yc · 2026-02-07 · 4 upvotes · similarity 0.62
- Open Bias · hn · 2026-04-28 · 21 upvotes · similarity 0.62
- agentagon · github · 2026-09-10 · 9 upvotes · similarity 0.61
- Hyperprobe: On-call Agent for engineering teams · yc · 2026-08-17 · 82 upvotes · similarity 0.61
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.