Most clients start with a two-week audit on a sample of their tasks. Then we repair the set, build the system into your workflow, or both.
Our review stack on a real sample of your tasks or outputs, with your guidelines.
You get a baseline in numbers, a report on where tasks break, and a harness you keep.
Send a batch. Every task comes back reviewed, repaired where safe, run live and routed.
A task set you can train on, and a short queue of tasks that need a person.
Your own review platform, running inside your task or annotation workflow.
Faster turnaround, reviewers on the cases that need judgment, quality in numbers.
We keep the system matched to your standard as guidelines, projects and models change.
Your quality bar holds as volume grows.
Pricing depends on volume and task type. After a 20-minute call we send a fixed quote for the audit. Shipping an LLM product instead? See QA for GenAI products.
Stop after any stage. The audit harness is yours either way.
20 minutes on what you produce and where quality breaks.
Two weeks on a real sample. Baseline, rubrics, harness.
Fix the set now, or bring the capability in-house.
Kept calibrated as everything around it changes.
A judge gives one score. We run code checks, score each dimension with three reviewers, execute the task and analyse the runs. You get reasons per layer, not a number. See the comparison.
Harbor-format and Terminal-Bench-style tasks, SWE-bench-style tasks, skill tasks, MCP tool-use gyms, computer-use tasks, ReAct trajectories, CoT data, and SFT and RLHF annotation. Other formats map onto the anatomy of a task.
Both. Verifiers are repaired automatically and every fix is proven by re-running the task. Anything that needs judgment goes to your team with a report on exactly what to change.
Three reviewers per rubric with two votes to fail, calibration against your experts, and anything decidable in code is decided in code.
No. It takes the repeatable problems off their plate so they spend time on the judgment calls.
A representative sample, your guidelines, access to the environments where relevant, a little time from one or two expert reviewers, and one point of contact.
We work only with what you choose to share, under data handling terms agreed before anything moves.
A free 20-task pilot. Book a 20-minute call to start.