Production AI systems. Shipped fast. Maintained properly.

Private chat bots, RAG, agents, evals, and integrations for real products and companies.

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Founder-led deliveryWeekly demo + written statusSecurity-aware integrations

Trusted by teams at

NEXUS AIOak & IronVertex DynamicsECHO LABSNorthStreamMedicinaFuturanovacareQUANTUMBlueHorizonSynapseHarborline CapitalKITEWAY LOGISTICSAtlasGridRiverstone RetailAstraForgeSummitEdCIVICWORKSLumenstayFieldwise AgronomyTELARIS

What We Do For Your Business

AI that works for you, not the other way around

Private AI model hosting—exclusively yours

Run AI models on your infrastructure or ours. Your data never trains public models. Predictable costs, full control, zero sharing with competitors.

02 / 06

Instant answers from your documents

Search contracts, policies, support tickets, manuals—and get answers with sources cited. Your team stops digging through files and starts making decisions.

03 / 06

AI workers that complete tasks end-to-end

Digital coworkers that handle workflows across your tools—from data entry to customer follow-ups. Free your team from repetitive work to focus on what matters.

04 / 06

Custom AI trained on your business

Not generic ChatGPT. AI that understands your products, processes, and terminology. Works the way you work, speaks the way you speak.

05 / 06

Built-in safety and governance

Human oversight, compliance tracking, and quality checks baked in. Safe to use in regulated industries. Won't hallucinate or expose sensitive data.

06 / 06

Plugs into what you already use

Integrates with your existing software—Salesforce, Slack, databases, internal tools. No ripping out your stack. No isolated demos that never ship.

Architecture

Architecture that survives production

We build retrieval and agent pipelines with explicit gates: ingest → index → retrieve → generate → validate → observe. No black-box chains.

INGESTINDEXRETRIEVEGENERATEVALIDATEOBSERVE

Ingest

Docs, PDFs, SOPs, product data.

Index

Chunking, embeddings, versioning.

Retrieve

Hybrid search + reranking.

Generate

Prompt assembly + citations.

Validate

Guardrails + eval gate.

Observe

Logs, traces, redaction.

Process

How we work

01 / 043–5 days

Value alignment

Define outcomes, feasibility, and the first production use case.

  • Use-case prioritization + ROI model
  • Data access + security constraints
  • Phase-1 plan + fixed scope
02 / 042–3 weeks

Design + build

Ship the core workflow, wired into your stack and ready for staging.

  • Service blueprint + UX flows
  • Retrieval and agent orchestration
  • Staging release + demo
03 / 041–2 weeks

Govern + harden

Reliability, safety, and auditability for real-world traffic.

  • Eval suite + regression gates
  • Monitoring, alerts, runbooks
  • Guardrails, redaction, audit trails
04 / 04Ongoing

Launch + enablement

Production rollout, team training, and continuous improvement.

  • Docs + playbooks
  • Support SLA
  • Next-use-case roadmap

Send the brief + repo access.

We’ll reply with a scoped phase 1 plan, milestones, and a fixed estimate if we can meet your deadline.