AI-first solution development.
We build AI products, agents and features that survive contact with real users: retrieval that finds the right context, evals that catch regressions, and guardrails that keep outputs safe.
Outcomes for your business
First tangible output: Production AI feature or agent
The short answer
What is AI-first solution development?
AI-first solution development is building software where models and agents are core to how the product works, not an add-on. It includes retrieval of company data, prompt and agent design, evaluation suites that measure quality on every change, guardrails for safety, and the production engineering to run it reliably and affordably.
Sound familiar?
You need this if…
What we do
Scope of the work.
Agents and copilots
Task agents, copilots and workflows that take real actions in your systems.
Retrieval that works
Search and context pipelines tuned so models see the right information.
Evals on every change
Golden datasets and automated scoring so quality is measured, not guessed.
Guardrails
Input and output checks, permissions and human review where it matters.
Cost and latency control
Model routing, caching and batching to keep responses fast and affordable.
Production engineering
Tracing, monitoring and deployment pipelines built like any serious software.
Deliverables
What you walk away with.
Everything is yours to keep, whether you build with us or on your own.
Production AI feature or agent
Shipped into your product or workflow, in your repositories.
Evaluation suite
Golden datasets and automated scoring that run on every change.
Quality and cost dashboard
Accuracy, latency and cost per request, tracked over time.
Runbooks
How to operate, monitor and improve the system after launch.
Team enablement
Your engineers trained to extend what we built.
How it works
Four steps, one team.
Define
Agree on the job, the users and what a good answer looks like.
Prototype
Build a thin working slice with real data and a first eval set.
Harden
Add guardrails, evals, monitoring and cost controls.
Ship
Launch to users, measure, and hand over runbooks and code.
Powered by our platform CloudTeams™
Build work runs on one record
AI-first solution development runs on the CloudTeams™ Platform, the AI-powered platform we built for firms that sell expertise. Mach is its first customer.
- Projects, milestones and hours tracked on one record
- Timesheets, expenses and invoices tied to the work
- AI-assisted workflows with a person approving anything that ships
Keep exploring
Related services.
Systems Integration & Automation
We connect the systems your business runs on, from CRM and ERP to support desks, data platforms and AI agents, so data moves on its own and people stop copying it by hand.
Explore →Platform Engineering: AWS, Azure, K8s & GPU
A reliable cloud, Kubernetes and GPU foundation for AI workloads, with security and cost controls your team can operate.
Explore →AI Readiness & Technology Assessments
Before you fund an AI project, find out whether your data, platforms, people and governance can carry it.
Explore →Field Notes
Go deeper.
Practical playbooks from the team that does this work.
From AI Pilot to Production: The 30-Day Engineering Playbook
Why AI pilots stall and how to ship them: a week-by-week playbook covering evals, guardrails, integration and agentic-first engineering.
Read the field note →Playbooks for teams that ship.
Practical guides on AI architecture, agentic-first engineering, and technical go-to-market.
Browse all field notes →FAQ
Questions about AI solution development
Straight answers about AI-first solution development. Still curious? Ask us on a free call.
Which models do you use?
Whatever fits the job. We work across leading commercial and open models, and design so you can switch providers without a rewrite.
How do you prevent wrong answers?
Retrieval grounded in your data, evaluation suites that catch regressions, guardrails on inputs and outputs, and human review for high-stakes actions.
Do we own the code?
Yes. Everything is built in your repositories and cloud accounts, and you own it outright.
Can you work with our engineers?
Yes. Many engagements are joint teams. We pair with your engineers so they can own the system after launch.
What does production-ready mean to you?
Measured quality, monitoring and tracing, cost controls, security review, and runbooks, in addition to working features.
Project inquiry
Tell us about your project.
Tell us where you are and what you need. We will tell you honestly whether AI-first solution development is the right next step.
- 01Tell us where you are headedA two-minute form. Share the outcome you want and any constraints.
- 0245-minute discovery callWe listen first. No pitch deck, no sales script.
- 03Your readout within one weekWhere the gaps are and which practice will move the needle fastest.
Ready to choose a time? Schedule your free consultation →
Tell us about AI solution development
Sending this form requests a follow-up; it does not reserve a meeting time. Prefer a new tab? Open the inquiry form