Production, Fast.
Production, Forever.
88% of AI pilots never make it. ProdWorks™ is Inferdat’s 4-stage process that eliminates the root causes. Not by cutting corners, but by engineering them out strategically across each step.
Production, Fast.
Production, Forever.
88% of AI pilots never make it. ProdWorks™ is Inferdat’s 4-stage process that eliminates the root causes. Not by cutting corners, but by engineering them out strategically across each step.
ProdWorks™ explained in under 2 minutes

Four root causes. Four stages.
GenAI projects don't fail because of technology. They fail because nobody engineers for production.
of AI pilots never reach production
Unclear value — stakeholders greenlight what they can't visualize
IDC / CIO.comSHOW
Eliminates: Unclear Value
You see a live system running your use case. Your stakeholders align in one session.
of GenAI projects abandoned after POC
Unvalidated data — poor quality, missing APIs, compliance surprises surface mid-build
Gartner, 2026PROVE
Eliminates: Data & Feasibility Risk
A working proof on your actual data. If it works, you have proof for leadership. If not, you know in days. You keep everything.
of GenAI pilots produce zero returns
No production engineering — POCs promoted without guardrails or operational foundations
MIT / ForbesBUILD
Eliminates: The Engineering Gap
Production-grade from day one. Five operational layers built in, not bolted on later. No rebuilding what was proved.
of companies abandoned AI initiatives in 2025
No operational model — systems degrade silently after launch
S&P GlobalOPERATE
Eliminates: Silent Degradation
Monthly improvement cycles: prompt tuning, drift detection, cost optimization. Your system gets better every month.

Every system ships with five production layers.
Speed comes from the process. Quality comes from the layers.
These aren't bolted on after the fact. They're encoded into the modular constructs themselves. Every system that ships through ProdWorks carries all five from the first deployment.
Observability
Full visibility into every request, decision, and failure mode.
One process, every solution.
One brain, many arms, each adapted to its environment but governed by the same intelligence.
Not another 18-month engagement.
Common questions
See it work before you commit.
Start with SHOW: a live demo of a production-grade system. Then PROVE it on your data, for free.
Start Free POC/VTalk to our Team