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oqoqo

Build evals and custom benchmarks for real-world tasks

Details

External ID
1199424
Source
PH
Company
—
Product
oqoqo
Website domain
producthunt.com
Launched
Aug. 10, 2026
Cohort
—
Upvotes
339
Upvotes percentile
0.7471910112359551
Tags
Software Engineering, Developer Tools, Artificial Intelligence
Fetched at
Sept. 7, 2026, 1:22 a.m.
Updated at
Sept. 7, 2026, 1:22 a.m.

Description

Run eval experiments at scale in realistic environments. Define custom task sets to build your private benchmarks, measure how well agents can use any product, and find best models for your use cases. Generate dynamic insights to detect frictions in product interfaces or token inefficiencies.

Enrichment

Theme
database infrastructure and developer tools
Vertical
Horizontal
Function
Observability & eval
Audience
Developer
AI stance
AI feature
Project type
Commercial product
Normalized one-liner
build evaluations and benchmarks for ai systems
Manually corrected
False

Could you build this?

Partial The dashboard for defining tasks, rubrics, and visualizing benchmark trajectories is standard CRUD, but orchestrating isolated, scalable cloud VM sandboxes (with CLI/MCP server setups and network isolation) requires substantial infrastructure engineering.

What it would actually take: The architecture requires a microVM orchestration engine (such as Firecracker, Fly.io Machines, or Nomad) to spin up isolated execution environments per task run. A worker fleet must manage environment setup (CLIs, API keys, MCP servers), securely capture execution telemetry/trajectories, and pipe results into an asynchronous evaluation pipeline (LLM judges + unit tests) backed by ClickHouse or Postgres.

Competitors

Other products that read as similar to this one — 9 launches clear the similarity bar, closest 8 shown.

Attention rank: #2 of 10 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 180 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a observability & eval tool for Media & entertainment yet.