Who we work with

Built for teams running real documents, workflows, and integrations

We work with organizations whose value lives in private documents, legacy systems, and operational workflows — and who need AI to behave reliably inside that reality.

Enterprises with private documents and workflows

For organizations whose value is locked inside PDFs, contracts, policies, reports, and emails — and who need retrieval, structured extraction, and human-approval workflows that meet enterprise controls.

Enterprise RAG & hybrid searchStructured extraction with audit trailsPermission-aware retrieval

Public-sector and regulated organizations

For tax, legal, procurement, health, and public-sector bodies that need auditable AI workflows around legacy systems — with deterministic logic, evaluation, and clear approval steps.

Deterministic AI workflowsAudit logs & operator reviewLegacy modernization layers

SaaS and AI product teams

For product teams adding retrieval, document intelligence, or agent workflows to an existing application — and who need a serious backend and evaluation pipeline behind the feature.

FastAPI services & integration contractsEvaluation pipelines & guardrailsCost controls & observability

Operations teams adding AI decision support

For operations and back-office teams that want AI to propose, summarize, and route — with humans confirming the high-value decisions and every action recorded.

Operator-grade internal toolsHuman-in-the-loop approvalsWorkflow orchestration

Next step

Bring AI into your documents, data, and workflows

Tell us about your documents, data sources, or operational workflow. We will respond with an architecture path and a realistic plan from proof of confidence to production.