Why do most enterprise AI projects fail to reach production?
Why we ship.
Because most enterprise AI pilots never reach production. Finzarc is the short story of a firm built against the deck-industrial complex — a founder-led AI and data-engineering studio that ships working software to production, first delivery in about three weeks, not slide decks over quarters.
Why do AI pilots stall in staging?We watched AI die in staging.
Most enterprise AI never reaches production. Strategy phases that outlive the strategy. Pilots stuck in purgatory. Bills that look like headcount. Everywhere we looked, enterprises were buying everything except working software — the enterprise AI and data-engineering systems we actually ship. We wrote down where enterprise AI pilots quietly fail, then built the opposite.
How do you ship AI to production faster?So we removed the distance.
Finzarc is founder-led and deliberately small: no junior army, no account layer, no handoffs. The engineers who scope your system are the engineers who build it — Piyush Kumar and Abhinav Tripathi, the founders who build and sell — and they demo working software every single week.
What makes an AI build actually ship?Four rules we don't break.
Ship weekly
A demo of working software every week, from week one. No exceptions. You see week one shipped in real client builds, not a roadmap.
Logs over decks
Every claim we make ships with a log attached. If it didn't run, it doesn't count. We publish the field notes and build logs to prove it.
Small on purpose
Small is why it works. The people on your first call are the people who build.
Accountable to a number
Every build starts with the metric it should move — and is judged against it. See it in the revenue-maximisation platform that lifted revenue +27% and margin 30%→38%.
How do I see an AI studio actually ship?Come watch something ship.
The best way to understand how we work is to see week one for yourself. Bring the problem. Leave with a scope. Book a 30-minute scope call with the founding team — or first browse the builds we've already shipped.
Piyush Kumar & Abhinav Tripathi FOUNDERS — THE PEOPLE YOU MEET ARE THE PEOPLE WHO BUILD What "AI that ships" actually means.
Finzarc is a founder-led AI and data-engineering studio based in India, building for enterprises everywhere — Fortune 500s to century-old manufacturers. We ship three things: AI agents and agentic automation, analytics and business intelligence, and custom applications and MVPs — first delivery in about three weeks. Founders Piyush Kumar and Abhinav Tripathi scope, build and demo the work themselves; the people you meet are the people who build. Across delivered builds we've returned 60,000+ hours a year and surfaced ₹4.2 Cr in recoverable revenue — from a supply-chain control tower, to automated GRN reconciliation that went from three months to daily, to a revenue-maximisation platform. If you're weighing studios, here's how to shortlist an AI vendor that actually executes. Working software > promises of future.
Before you hire an AI studio.
Why do enterprise AI pilots fail to reach production?
Most enterprise AI pilots fail because they're bought as strategy phases, decks and proofs-of-concept instead of working software. They stall in staging, run up bills that look like headcount, and never ship. Finzarc was built against exactly that — every engagement demos working software from week one.
What does it mean to ship AI to production?
It means production software, not slideware. Finzarc is a founder-led AI and data-engineering studio that scopes, builds and demos working systems every single week, with a first production delivery in about three weeks — automations, analytics and custom apps that actually run, not pilots that die in staging.
Who actually builds the software — do I meet the engineers?
Yes. The people you meet are the people who build. Finzarc's founders, Piyush Kumar and Abhinav Tripathi, scope your system and build it themselves — no junior army, no account layer, no handoffs. The engineers on your first call are the engineers who write the code.
How fast is Finzarc's first delivery?
About three weeks. Finzarc demos working software every week from week one and typically reaches a first production delivery in around 21 days — not the quarters a traditional pilot takes. Every build starts with the metric it should move and is judged against it.
Where is Finzarc based?
Finzarc is a founder-led AI and data-engineering studio based in India, building for enterprises worldwide — from Fortune 500 companies to century-old manufacturers, across FMCG, manufacturing, industrial and energy, and marketing and e-commerce.
How is Finzarc different from a consultancy or a staffing shop?
A consultancy sells decks and a staffing shop sells hours; Finzarc sells shipped software. Every claim ships with a log attached, every build is judged against a business number, and the founders who sell the work are the ones who build it. If you're shortlisting vendors, that's the execution test to apply.
How does Finzarc price a build — fixed scope or time-and-materials?
Finzarc scopes a fixed first version on the call — a defined build, a timeline, and the number it should move — so you're not signing an open-ended time-and-materials contract before anything ships. Because first delivery is about three weeks, you see working software (and can stop) long before a big commitment. Ongoing work is scoped the same way, build by build.
How is ROI measured on a Finzarc build?
Every Finzarc build starts with the single business number it should move and is judged against it — hours returned, revenue surfaced, forecast accuracy, cycle time. Across delivered builds that's meant 60,000+ hours returned a year and ₹4.2 Cr in recoverable revenue surfaced. If a build isn't moving its number, that's a problem we own, not a line in a report.