Ship AI features your software team can actually trust
Incomtech designs, builds, and operates production-grade AI systems for software companies — so you can launch intelligent products faster without stretching your engineering roadmap.
- No lock-in engagements
- SOC 2-ready delivery
- Ships in weeks, not quarters
service uptime
faster delivery
Trusted by engineering teams at software companies worldwide
AI capabilities engineered for software products
From first prototype to production scale, we handle the modeling, evaluation, and infrastructure so your team ships confidently.
Claude-powered assistants
Domain-tuned copilots and agents embedded directly into your product, grounded in your data with reliable, auditable responses.
Retrieval & knowledge systems
Search and RAG pipelines that turn scattered docs, tickets, and code into accurate answers your users can act on.
Workflow automation
Automate triage, classification, and back-office tasks with evaluated model workflows that fail safely and log everything.
Evaluation & observability
Continuous eval harnesses, regression tracking, and dashboards so you always know how your AI performs in production.
Security & compliance
Data isolation, PII handling, and access controls designed for regulated software teams and enterprise procurement.
Integration & delivery
We ship into your stack — APIs, SDKs, and CI — and hand over clean, documented code your engineers own.
Move from AI experiments to reliable software
Most AI pilots stall before production. We close that gap with rigorous evaluation, guardrails, and infrastructure — turning promising demos into features your customers depend on every day.
- Measurable quality gates before every release
- Cost and latency budgets tuned to your SLAs
- Full handover — no vendor lock-in
Impact software teams measure
Faster feature delivery
Lower support load
Production uptime
Systems in production
A clear path from idea to production
A predictable engagement model designed to fit inside your existing sprint cadence.
Discovery
We map your use case, data, and success metrics in a focused kickoff — then scope a plan you can approve in days.
Prototype
A working Claude-powered prototype against your real data, with evaluation baked in from day one.
Productionize
We harden the system — guardrails, monitoring, and infra — and integrate it cleanly into your stack.
Scale & own
We hand over documented code and stay on for support, so your team owns the roadmap with confidence.
What software leaders say
“Incomtech took our stalled AI pilot to production in six weeks. The evaluation discipline alone changed how our whole engineering org thinks about shipping AI.”
VP Engineering, Northstack
“The Claude integration handles our customer support triage with accuracy we didn’t think was possible. Support volume to humans dropped by more than half.”
CTO, Verano
“What sold us was the handover. We got clean, documented, well-tested code that our own engineers now extend independently. No lock-in, real ownership.”
Head of Product, Loop&Co
Frequently asked questions
Which AI models do you build on?
We specialize in Claude for its strong reasoning, long context, and safety profile — a natural fit for software products. When a use case calls for it, we combine Claude with retrieval systems, smaller task models, and your existing infrastructure.
How long does a typical engagement take?
Most teams see a working prototype within two weeks and a production-ready system within four to eight, depending on scope. We work in your sprint cadence with clear milestones you approve along the way.
Do we own the code you write?
Yes. Everything we build is delivered as documented, tested code in your repositories. There is no proprietary runtime and no lock-in — your engineers can extend and operate the system independently.
How do you handle data security and compliance?
We design for data isolation, PII handling, and role-based access from day one, and our delivery process is SOC 2-ready. We’re happy to work within your security review and procurement requirements.
What happens after launch?
We offer ongoing evaluation, monitoring, and support plans to keep quality high as your product and data evolve — or a clean handoff if your team prefers to take it fully in-house.
Ready to ship AI your customers trust?
Book a 30-minute appointment with our team. We’ll map your use case and show you exactly what’s possible.