We author function-calling examples, label correct invocations, and test whether your agents pick the right tool with valid arguments — including the negative cases that teach an agent to stop.
Pre-screened for structured outputs, schema accuracy, and agent workflow experience
Work in your agent framework, eval platform, or custom tooling
Real experience with APIs in finance, healthcare, e-commerce, and more
One programme, run end to end, creating tool-use training data, labels correct function calls, and evaluates whether your agents behave reliably in production.
Our delivery team with structured output experience across enterprise APIs, agentic workflows, and domain-specific tools. Managed and ready for your projects.
Our delivery team operate inside your agent framework, eval platform, or custom tooling. You control access. Your data stays where it is.
Share schemas, tool definitions, and guidelines with your team using built-in tools. No need for separate docs or chat apps.
Pay our delivery team in any country from a single dashboard. You set the rates, we add a small fixed fee on top. No hidden costs, no chasing invoices.
Every batch is reviewed before it reaches you. You get a shortlist of qualified our delivery team ready to start working in your tools. What we deliver:
Scope a project, commission qualified our delivery team, and manage everything from one platform. Your data and tools stay exactly where they are.
Describe your tools, schemas, and workflow requirements. Receive proposals from our delivery team who have already been screened for structured output work and agent experience.
We agree the spec, then run delivery inside your agent framework, eval platform, or custom tooling.
Share instructions, message your team, and handle global payments from a single dashboard.
Send us a sample batch and we will come back with a spec and a quote.
A standing programme, run end to end, for continuous or large-volume work.
Specialists with structured output experience and domain expertise, ready to build the training data your agents need to work reliably.
Send us your first batch and get managed our delivery team who have the structured output experience and technical depth your project requires.
Deliver our delivery team on ReinforcedX, then invite them to any third-party platform or your own custom tooling.
Everything you need to know about finding specialists for tool-use and agent evaluation.
Three ways to work with us, from a single batch to a standing programme.
Send us the spec and we scope the work, agree the quality bar, and start delivering. We run inside the tools you already use, so output lands where your team works.
We staff, run, and QA the whole programme inside your tools. End-to-end operations for large or complex projects.
Keep a standing delivery pipeline running against your roadmap, with quality reported every week.
Typically within a week or two of a scope being agreed. The first delivery is deliberately a small batch so you can check the output against your expectations before volume ramps.
One process owner who knows the workflow, one engineer with access to the systems involved, and a weekly 45-minute review. No standing committee, and no requirement for an ML specialist on your side.
You do. Datasets, labels, weights, evaluation suites and runbooks are yours and are handed over at the end. Your data trains your models only, with zero-retention provider settings by default.
Yes, and the quality bar holds because the rubric and gold set are already agreed by that point. Ramping is a staffing question, not a re-scoping one, so it usually takes days rather than a new engagement.
Often you should not. The cases where teams move to us are when they cannot get a quality number out of their current vendor, or when the work is delivered as an opaque batch with no trace of how disagreements were resolved.
We stay on-call for 30 days at no extra cost, then move to an optional support retainer. Most teams also keep a quarterly evaluation review with us to catch drift early.
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