AI consultancy that ships production-ready systems.
We build customer-facing multimodal RAG experiences, staff training systems, and multi‑LLM workflows— engineered for observability, repeatability, and cost‑scaling.
Expertise
Core capabilities we deliver end‑to‑end, with pragmatic architecture and clear operational ownership.
Customer‑facing multimodal RAG
Retrieval, reranking, grounding, and citations across documents + images + tables. Optimized for latency and answer faithfulness.
Staff training systems
AI‑assisted training content, knowledge checks, and role‑based learning paths. Measurable improvement with feedback loops.
Multi‑LLM interactions
Model routing and orchestration for quality/cost tradeoffs—tool use, structured outputs, and deterministic workflows.
Delivery model
A simple, repeatable approach that reduces risk and accelerates time‑to‑value.
Discovery + success metrics
Define target workflows, stakeholders, compliance constraints, and measurable outcomes (accuracy/latency/cost).
Prototype → eval harness
Build a thin slice, then formalize evals (gold sets, regression tests, hallucination checks) to prevent drift.
Production hardening
Security, data access boundaries, caching, load testing, incident playbooks, and release pipelines.
Launch + optimization
Observe real usage, tune retrieval/rerank/prompting, and continuously reduce cost with routing & batching.
Production‑ready by default
We design for operational excellence: observability, repeatability, and cost‑scaling.
Observability
End‑to‑end tracing across retrieval → rerank → inference → guardrails → post‑processing, with dashboards and alerts.
Repeatability
Versioned datasets, prompts, indices, and models—so results can be reproduced and audited.
Cost‑scaling
Quality‑aware routing, caching, and token budgets that scale with usage without surprise bills.
Brand palette
Primary sage tones used throughout the UI. Swap these variables to match the exact logo hues.
Contact
Tell us what you want to build. We’ll respond with clarifying questions and a short delivery plan.
Fastest path
Email us with your domain, target users, and data sources. If you have constraints (air‑gapped, PII, HIPAA, SOC2), include them.
What to include
A useful inquiry answers these four questions:
- Workflow: what users do today vs desired future state
- Knowledge: what sources must be grounded (docs, images, DBs)
- Quality: acceptance criteria (accuracy, citations, latency)
- Ops: security/compliance, deployment constraints, budget