Stuck at PoC? Scale GenAI to Production Now

Turn fragile AI proofs-of-concept into reliable, scalable, enterprise-grade systems.

We empower enterprises & SaaS leaders to deploy high-performance Generative AI that drives measurable business impact.

Why most GenAI prototypes never reach production

Despite rapid progress in generative AI, companies face three major blockers when scaling beyond proof-of-concepts:

Fragile Accuracy & Latency

LLMs and quick hacks fail real-world performance and reliability targets.

Shallow Integration

Systems can't reason over enterprise data or handle domain constraints.

Expertise Gap

Internal teams lack the depth in ML, reasoning, and deployment disciplines.

This is where we step in — bridging your prototype to production, with deep, hybrid AI engineering.

We work with teams that have more at stake than a demo.

Enterprises with stalled prototypes

  • You've built internal GenAI or ML proof-of-concepts.
  • They work in sandbox but fail in production.
  • You need a partner who can bridge that last 20% — the hardest part.

Established SaaS leaders facing AI-first competition

  • Your product is proven, your market is strong.
  • But AI-native startups are eroding your edge.
  • We help you embed AI capabilities deeply and defensibly — fast.

Engineering AI that lasts.

01

Diagnose & Define

Identify technical bottlenecks and root causes.

02

Re-architect

Redesign data and model stack for real-world demands.

03

Integrate & Optimize

Build hybrid systems and production pipelines.

04

Scale & Govern

Deploy, evaluate, and continuously evolve models.

Built by engineers who've been building AI since before it was cool.

We're a veteran AI/ML team with decades of hands-on experience in machine learning, Bayesian reasoning, knowledge systems, and large-scale production deployments.

Kapil, Founder & CEO of The AI Catalyst - AI consulting expert

Kapil - Founder & CEO

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  • Delivering enterprise applications at scale
  • Expert in Product Development and Business Strategy
  • Owned and managed Customer Data platform at VMware
  • Most recently served as Chief Product Officer at TraceX
Ram Prakash H, Chief AI Mentor - MIT TR35 AI expert

Ram Prakash H - Chief AI Mentor

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  • MIT TR35 Innovator - Top 20 India Innovators under 35
  • 22+ years in AI/ML engineering, IIT Madras alumnus
  • Built Quillpad - ML transliteration engine deployed by Yahoo, Rediff, AADHAAR
  • Founder of DeepTuned AI Labs, pioneering AI-assisted learning platforms

Ready to take your AI from promising to production?

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