Sales assistant
Qualifies leads, answers objections and prepares handoff notes for your team — grounded in your actual offer, not generic fluff.
AI approach
Practical AI from people who ship code
We are not an "AI company" that discovered programming last month. We are developers who added AI to an already solid toolkit — and we are honest about what it can and cannot do.
AI accelerates drafting, testing and documentation. It does not replace system design, security thinking or accountability when something breaks at 2 a.m.
Support copilot
Finds the right policy or product answer from your own knowledge base, with clear paths to a human when needed.
Product content engine
Generates titles, descriptions, translations and image variants for ecommerce catalogs — always with review checkpoints.
Operations agent
Checks orders, updates sheets, drafts replies and prepares daily summaries — the boring work, handled reliably.
Code acceleration
Faster scaffolding, test generation, refactoring and docs — so senior time goes to decisions that matter.
Prompt engineering vs real implementation
Prompt engineering approach
Our engineering approach
Demo chatbot in a weekend
Production RAG with evals, fallbacks and human handoff
Generic GPT wrapper, no data grounding
Private knowledge base over your actual documents
No monitoring — breaks silently in prod
Logging, cost controls, quality checks baked in
Hourly billing, scope grows forever
Fixed price, defined milestones, honest scope
Mini case: 40% faster scaffolding, senior-owned architecture
For a B2B SaaS admin rebuild, we used AI to accelerate scaffolding, test boilerplate and documentation — cutting setup time by roughly 40%. Architecture decisions, security boundaries and production reviews stayed with the senior engineer on every merge. Same quality bar, shorter calendar time, fixed price.
40%
faster scaffolding
100%
senior-reviewed architecture
5 wks
fixed-price delivery
No magic promises
If a vendor tells you AI will "transform everything" without mentioning data quality, integration cost or maintenance — they are selling theatre. We would rather under-promise and ship something that works.
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Describe your project in two sentences — we reply with scope, timeline and a fixed price. No mandatory sales call.