The product is not the problem.
The problem is engineering capacity.
Competitors ship AI. You do not.
The AI feature has sat on your roadmap for two quarters. Nobody on the team has shipped one. An ML hire takes 6 months and $200K.
Velocity dropped as you scaled
Code that worked at 500 users hurts at 50,000. Each sprint ships less. Customers wait.
Hiring is slow
The senior role has been open three months. Good candidates ghost. Every empty week costs roadmap.
Tech debt owns the roadmap
A third of every sprint goes to bugs that come back. The team fights the codebase instead of building.
The AI feature flopped in production
You shipped something. It hallucinated. No evals, no guardrails, no grounding. It got turned off.
More engineers, same output
You went from 3 engineers to 9 and shipped no faster. Coordination ate the gain.
AI Feature Build, built into your product, not bolted on
We ship the AI features on your roadmap. RAG, agent workflows, copilots, voice agents. Evals and guardrails from day one.
RAG Pipeline & Knowledge Layer
In-Product Chatbot & Copilot
Agentic Workflows & Automation
LLM Eval & Reliability Layer
Not sure where to start?
Dedicated Engineering Team, more capacity on 30-day terms
2 to 4 senior engineers in your sprints, Linear, Slack, and standups. PM, QA, and DevOps included. Cancel with 30 days notice.
Sprint-Embedded Senior Engineers
PM, QA & DevOps Coverage
30-Day Cancellation
Not sure where to start?
Staff Augmentation, senior ICs in your stack from week one
Single senior engineers in your team for a quarter or more. Full-stack, backend, AI/ML, or mobile.
Senior Individual Contributors
AI/ML Specialist Placement
Backfill & Surge Capacity
Not sure where to start?
Architecture & Velocity, pay down the debt eating your roadmap
If tech debt eats 40% of every sprint, we audit and refactor the parts costing you the most.
Velocity Audit & Debt Map
Targeted Refactor & Documentation
Scalability & Infra Upgrade
Not sure where to start?
Who this is for
You run a SaaS product with real revenue. Your engineering team is too small, too slow, or missing AI skills to keep up.
Shipped to production. Used by real customers.
Artis
AI platform that reads an artist's style and gives advice. Built end to end.
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Podcast discovery platform built from scratch. Pipeline, recommendations, and subscriber features in one sprint cycle.
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AI content strategy platform. Multi-model pipeline, semantic search, automated briefs. Production evals.
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