Generative AI & LLMs

Generative AI & LLMs Development

Ship copilots and retrieval apps that earn their keep

We build production-grade GenAI: retrieval-augmented assistants, structured extractors, and domain copilots with guardrails, evals, and SLAs.

We deploy in your tenant with strict IAM and audit trails from day zero. Every response is backed by retrieved context and citations,or it abstains.

How We Build

Discover

Data audit, threat model, use-case scoring (impact × feasibility × risk).

Design

Retrieval index, chunking strategy, schema, prompts/policies, fallback paths.

Evaluate

Gold sets, hallucination tests, “no-answer” behavior, p95 latency/cost targets.

Deploy

Your VPC/tenant, observability, RBAC/SSO, rate-limits, caching.

Operate

Drift monitoring, prompt/model versioning, weekly eval runs, cost controls.

Production

Expected Outcomes

Gen AI

Use Cases

Knowledge copilots for ops/support, policy or SOP search with citations.
Contract/RFP assembly with structured extract-then-draft pipelines.
Field/QA image+text inspection with exception routing.
Internal engineering assistants (docs→code hints, SQL/query helpers).

We ship with gold sets, weekly regressions, and dashboards for accuracy, latency, and cost.

Non-negotiables: idempotent APIs, audit logs, prompt-injection defense, PII redaction, reproducible evals.

Scale copilots and domain apps (RAG, extraction, summarization), add teams/regions, harden with MLOps, and drive adoption.

FAQs

Do you fine-tune?

When adapters beat prompts on cost/quality; otherwise retrieval first.

Will this work with our DMS/ERP?

Yes,native APIs preferred; RPA only if forced.

How do you stop hallucinations?

No-answer policy, grounding checks, eval gates, and user feedback loops.

Multi-region or on-prem?

Supported; we prioritize your compliance requirements.

Work with us

We would love to hear more about your project

Let’s talk

Full-stack product studio: AI/ML, custom software, embedded/IoT, and Microsoft ERP/CRM. We design, build, and operate production systems with security, observability, and measurable results.