Our Services
Three things we do. One thread runs through all of them.
Most firms sell one of these. We do all three because each one makes the other two better — and because the thread connecting them is the thing most enterprise AI projects are missing.
The Thread
An agent in production generates traces. Traces become evaluation data. Better evaluation makes the next agent more reliable.
That loop is why our three service lines exist as one business rather than three. When we build you an agent, it produces failure data nobody was capturing. When we label that data, your evaluation suite gets sharper. When your evaluation suite gets sharper, the next thing we build for you clears its thresholds faster and costs less to run.
A firm that only builds agents can't close that loop. A firm that only labels data never sees production. We'd rather be in both places.
AI Engineering
Agents in production
AI Data
Traces → labelled data
AI Assurance
Sharper evaluation
The loop that makes each service line sharpen the next.
Three Services
Build It. Prove It. Feed It.
Every build ships with the evaluation suite that proves it works — that's not an upsell, it's how we build.
AI Engineering
Agents, LLM applications, enterprise system integration, legacy modernization. Every engagement includes the evaluation suite and the acceptance thresholds.
- ✓ AI agent development
- ✓ LLM application development
- ✓ Enterprise system integration
- ✓ Legacy modernization
AI Assurance
Evaluation suites, red-teaming, guardrails, production observability. For systems we built and for systems we didn't. The line of work almost nobody sells and almost every team needs.
- ✓ AI evaluation services
- ✓ Red-teaming & guardrails
- ✓ Agent observability
- ✓ Production readiness audit
AI Data
Training data, agent trajectories, reasoning traces, RL environments, multilingual and Southeast Asian language work. Produced by salaried employees whose names you'll know.
- ✓ Agent trajectory & failure-mode data
- ✓ Reasoning trace & RLHF data
- ✓ RL environments
- ✓ Multilingual & SEA data
The Engagement Ladder
Every step has a clear scope and a number of weeks.
Each step naturally leads to the next — evaluation is the thread through all of them. Talk to us and we'll scope the right one together.
Agent Readiness Scan
Contact us for pricing10 working days · go/no-go we're willing to say “no” inProduction Pilot
Contact us for pricing6 weeks fixed · miss the agreed thresholds and the final 30% isn't dueHardening Sprint
Contact us for pricing4 weeks · for the agent you already built that isn't trusted yetAgent Operations
Contact us for pricingongoing · continuous evals, trajectory review, monthly reliability reportHave a Project In Mind? Let's Talk
Strategic consulting paired with end-to-end engineering, shaped to your industry's real constraints and customer demands.