Enterprise copilots on private data
Retrieval-augmented assistants over SharePoint, Confluence, Odoo, ticket history and contracts — with row-level access control, citations and a full audit log. Deployed in Teams, Slack or as a standalone app.
All services
Custom build
Bespoke AI Solutions
Copilots, autonomous agents, retrieval systems and bespoke software — engineered around your data, your workflows and your guardrails, shipped to real users.
The story
Most AI projects die in the demo. Ours ship to real users because we treat AI as software engineering — with evals, observability, guardrails and a clear operational owner. We build across the full stack: internal copilots wired to your private data, autonomous agents that can take multi-step actions safely, document-processing pipelines that replace 80% of a back-office queue, industry-specific vertical assistants, and bespoke web and mobile applications where the AI is a first-class citizen — not a chatbot bolted onto the sidebar. Every engagement includes an eval harness, guardrails, observability and a written scale-up plan so what ships to production keeps working six months later.
How we do it
- Discovery: use-case selection scored on impact, feasibility, and data readiness — with a written business case per candidate.
- Data & guardrails: audit source systems, design retrieval, define red-lines (prompt injection, PII, tool abuse) and the eval harness that proves them.
- Rapid pilot in 4 weeks with a real user cohort — no vapourware demos, always a working system in front of real people.
- Model & architecture selection: pick the right frontier / open-weights / fine-tuned / on-prem mix for cost, latency, privacy and quality.
- Observability & cost dashboards baked in — no shadow AI in production; every response is traceable, every cost is attributable.
- Scale-up plan with clear cost, latency and quality budgets, plus an owner on your side to keep it healthy.
What you get
- Production pilot in front of real users
- Eval harness + safety guardrails in CI
- Observability, tracing and cost dashboards
- Model / architecture decision record
- Runbooks + on-call playbook
- Written scale-up plan with cost & latency budgets
Use cases & examples
Autonomous agents with tool use
Multi-step agents that plan, call tools, and check their own work — for tasks like reconciliations, procurement triage, ticket routing and lead qualification. Every action is guarded, logged and reversible.
Document-processing pipelines
AP invoice capture, contract triage, KYC extraction, insurance claims, medical record summarisation — with human-in-the-loop review, confidence scoring and integration back into your ERP or workflow tool.
Customer-facing assistants
Support, sales and onboarding assistants with tool access, safety guardrails and full trace observability. Trained on your knowledge base, your voice, and your escalation rules.
Vertical AI products
Purpose-built AI applications for law, finance, healthcare, construction and manufacturing — where the domain model, not the LLM, is the moat. Includes fine-tuning, evals and human-review workflows.
Bespoke AI-native web & mobile apps
End-to-end product builds where AI is a first-class citizen: search that understands intent, editors that draft, dashboards that explain themselves. Full-stack delivery across React, mobile, backend and infra.
Voice & multimodal assistants
Real-time voice agents (STT + LLM + TTS) for support desks, field ops and clinical intake. Vision models for quality inspection, safety monitoring and document capture.
Forecasting, scoring & anomaly detection
Time-series forecasts, propensity scores and anomaly detection on structured data — embedded in Odoo dashboards, Fluid, or your own product. Classical ML where it beats LLMs, LLMs where they beat spreadsheets.
Fine-tuning & private model deployment
Fine-tune open-weights models (Llama, Mistral, Qwen) on your proprietary data. Self-host in your VPC or ours — for compliance, latency or cost reasons.
AI safety & red-teaming
Adversarial testing of your existing AI features: prompt injection, jailbreaks, tool-abuse, data exfiltration. Delivered as a report with dev-ready remediations.
Talk to us
Ready to start with Bespoke AI Solutions?
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