Start with the right problem
Understand your users, validate the opportunity, and decide where AI can make a meaningful difference.
CUSTOM SOFTWARE. PURPOSEFUL AI.Built for business.
Built for business.
Made intelligent.
We design and build software around your business.
Strategy, design, and AI engineering, from one team.
Custom software · AI integrations · Ongoing support
Our approach
Good software starts
with people.
Design the whole experience
Connect thoughtful interfaces with reliable engineering. Every interaction and every integration considered together.
Build for life after launch
Evaluation, monitoring, and a clear handoff. The foundations for a product that keeps getting better.
Selected work
Ideas out in
the real world.
Different challenges. The same care.
A few things we’ve brought to life.
A multi-branch fitness CRM and brand-aligned marketing site, serving 2,400+ active members.
Brand identity, product UX, and a custom generative AI experience launched on a single Next.js + Supabase stack.
An AI relocation assistant covering 122+ countries, with country-specific guardrails and audit trails.
AI + Google Maps location analytics that delivers competitor analysis, demographics, and SWOT in seconds.
03 / How we work
The right partnership.
At the right moment.
A focused first step or a long-term team.
We meet you where you are.
0102030405
Review
1 weekA clearer path forward.
An independent look at your AI product. Architecture, evaluation gaps, and a practical plan for what comes next.
Discovery
1 weekStart with the right questions.
Validate the opportunity, define the experience, and map the architecture. Leave with a clear scope and build estimate.
Spark
2–3 weeksMake the possibility tangible.
A working prototype to put in people’s hands, with an evaluation harness and a roadmap to production.
Build
8–12 weeksFrom idea to everyday use.
A complete AI product, designed and engineered for real users. Integrated, evaluated, and ready to launch.
Embed
Ongoing partnershipKeep making it better.
Your dedicated AI engineering partner for continuous improvement, new capabilities, and life after launch.
04 / From the studio
A little thinking.
A lot of making.
Opinion · 9 min
Programmatic SEO in 2026: not dead, just done differently.
AI Overviews ate 38% of clicks. Google's 2026 spam policy hit templated AI pages by name. But organic search is only down 2.5% — programmatic SEO isn't dead. The lazy version is. Here's what actually works now, the unsold version.
Read the story
Patterns · 11 min
RAG vs agents vs fine-tuning: when each one wins.
Three techniques. Three different problems. Most teams reach for the wrong one because they're picking based on hype, not problem shape. Here's the honest decision framework.
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Opinion · 8 min
How much does it cost to build an AI agent in 2026?
Pricing for AI work is opaque. Here's the honest breakdown — what a prototype costs, what production costs, what operations costs, and what makes the numbers move.
Read the story05 / A few good questions
Before we
get started.
01What kinds of AI products do you build?
Web and mobile applications, AI agents, copilots, internal tools, RAG systems, and custom AI features inside existing products. Some are consumer-facing, some are internal — the common thread is they all run in production with real users.
02How long does a typical project take?
A Review (audit of an existing project) or Discovery (strategy for a new one) is one week. A Spark prototype runs 2–3 weeks. A full Build engagement is typically 8–12 weeks from kickoff to a launched product. Embed retainers are open-ended. We give a precise timeline and milestones at quote stage.
03Do you work with startups or only enterprises?
Both. We work with funded founders shipping their first AI product, with product teams inside scaling SaaS companies, and with established organizations adding AI to existing software. The bar isn't size — it's whether the work needs to actually ship.
04Can you take over an existing AI project?
Yes. A common engagement is taking on a stalled prototype that needs to reach production — wiring up evals, observability, and guardrails, fixing the reliability problems, and shipping it to real users. We'll review what's there and tell you honestly what stays and what we'd rebuild.
05What does pricing look like?
We don't publish standard rates because every engagement is scoped to outcomes, not hours. Discovery starts at a fixed fee in the low four figures. Spark and Build engagements are scoped per project. Embed retainers are monthly. Every quote returns within 24 hours of an inquiry.
06Where are you based and where do you work?
We work globally and async-first. Calls are scheduled to your timezone. We've shipped products for clients across North America, Europe, the Middle East, and Asia.
07What happens after launch?
Every Build engagement ends with a clean handoff: docs, eval suites, observability dashboards, and a runbook your team can operate. Many clients then move to an Embed retainer so we keep iterating, monitoring, and shipping new capabilities. Some don't — both paths are fine.
Good things start with a conversation
What if we built
something that matters?
A new idea. An unsolved problem. A next chapter.
We’d love to hear what you have in mind.