Automate your costliest bottleneck in 30 days

Production AI for enterprises. One 30-day sprint, a hard ROI target, and pricing linked to the value delivered.
See the work

What We Commit To

AI roadmap in 48 hours
30-day value sprint
Hard ROI target agreed up front
Gated phases with exit criteria
Pricing linked to value delivered
No long-term commitment
Strategy to production, one team
AI roadmap in 48 hours
30-day value sprint
Hard ROI target agreed up front
Gated phases with exit criteria
Pricing linked to value delivered
No long-term commitment
Strategy to production, one team
AI roadmap in 48 hours
30-day value sprint
Hard ROI target agreed up front
Gated phases with exit criteria
Pricing linked to value delivered
No long-term commitment
Strategy to production, one team
AI roadmap in 48 hours
30-day value sprint
Hard ROI target agreed up front
Gated phases with exit criteria
Pricing linked to value delivered
No long-term commitment
Strategy to production, one team

Production AI in service across

Steel & Metals
Clinical MedTech · Switzerland
Logistics · India
Technology · USA
Case Files

Shipped where failure is expensive

Multiple engagements across multiple industries. Production systems, built and running.
01Top-tier steel producerHeavy industryNDA

AI-native predictive monitoring for a steel plant

The stake
In a continuous-process plant, an unplanned stoppage on one critical asset halts everything downstream. Fixed-threshold alarms fire too late to act on.
What we built
An AI-native predictive monitoring system that reads plant equipment signals continuously and flags developing faults ahead of failure.
What changed
Maintenance teams work from early warnings and plan interventions, instead of reacting to breakdowns.
Predictive monitoringTime-series MLIndustrial AI

AI Strategy

We guide businesses through the entire AI adoption journey. From identifying high-impact use cases to creating a roadmap, we help you harness AI strategically and confidently.
  • Discovering high-impact AI opportunities and ranking them based on ROI, feasibility, and risk
  • Creating a strategic plan for short-, mid-, and long-term AI initiatives aligned with business goals.
  • Educating and advising leadership on AI trends, risks, governance, and investment strategies.

Custom AI/ML Model Development

Whether you need large language models or vision-language models, we build and fine-tune AI models tailored to your unique needs. Our expertise ensures you get models that are not only state-of-the-art but also truly effective for your business context.
  • Fine-tuning large language models (LLMs) and building domain-specific generative AI applications.
  • Image recognition, object detection, and visual inspection for industry specific tasks.
  • Deploying AI infrastructure on AWS, Azure, GCP, or On-Prem servers depending on latency and cost needs

AI Integration and Training

We empower your teams to make sure your AI models are deployed smoothly and maintained efficiently over time.
  • Providing training programs for business users, data teams, and executives.
  • Helping organizations manage operational shifts during AI implementation.
  • Adhering to regulations like GDPR, AI Act, and industry-specific compliance standards.
How we engage

The 30-Day Value Sprint

Three gated phases. Each has exit criteria, and the sprint carries a hard ROI target agreed up front.
  1. Phase 01

    Discover

    We pin down the highest-ROI use case, baseline today's cost and agree the ROI target.

  2. Phase 02

    Prove

    We build the working system on your data and test it against the exit criteria.

  3. Phase 03

    Scale

    We take what passed into production and enable your teams to run it.

Why enterprises choose TensorWings

Built to take the risk out of your first production AI system, and the next one.
30-Day Value Sprint
Three gated phases (Discover → Prove → Scale) with exit criteria and a hard ROI target.
Human-in-the-Loop Network
Managed reviewer pool with SLAs for sensitive workflows (KYC, claims, underwriting, medical coding).
AI UX Research Kit
Prompt ergonomics testing, explainability UX patterns, and “last-mile” interface components.
Value-Linked Pricing
Our fee is a fraction of the value we deliver, with transparent terms and no long-term commitments required.
Proven Across Hard Industries
Steel, clinical medicine, logistics and software. We have shipped where data is messy and mistakes are costly.
Strategy to Production, One Team
The people who prioritise your use cases are the people who build, deploy and train your teams on them.

How much will you save if you automate? Let's find out.

Your savings estimate will be sent in 48 hours with no commitments required whatsoever.

One process, your numbers

This process costs you, per year

₹7.3Cr

In play if automated, per year

₹5.5Cr

Your numbers, your estimate. We'll pressure-test them in your roadmap.

Questions executives ask us