Outcome-driven AI

AI automations that actually help.

We build practical AI features — grounded chatbots over your documents, workflow agents, and document processing — with the guardrails and observability needed for real-world use.

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What we build

Most AI projects succeed when they’re scoped as a feature inside a workflow.

Chatbots grounded in your data (RAG)

Answer questions from internal docs, policies, FAQs, or product specs — with citations and controlled behaviour.

  • Vector search + document pipelines
  • Prompting + evaluation
  • On-brand responses

AI agents & workflow automation

Automate repetitive tasks: triage, routing, summarising, drafting, and API-driven actions.

  • Human-in-the-loop controls
  • Logging + safety checks
  • Integrations (CRM, email, tools)

Document processing

Extract and validate data from PDFs/images and push it into your systems.

  • OCR + classification
  • Structured outputs
  • Approval workflows

MLOps & observability

Monitor quality, cost, latency, and drift. Add guardrails and rollback plans.

  • Evaluation suites
  • Usage monitoring
  • Safe deployment

How we keep it safe

AI isn’t “set and forget”. We design for reliability.

Guardrails

Role-based access, rate limits, sensitive-data handling, and clear refusal rules.

Traceability

Logs + prompt/version control so you can audit behaviour and iterate safely.

Not sure if AI is worth it?

Tell us the workflow and what “success” looks like. We’ll suggest a small first milestone to validate value.