Affine
Pure-Play Core AI

Born in Analytics.
Raised in ML.
Here when AI arrived.

Affine is a pure-play Core AI firm with 15 years of building, deploying, and scaling AI solutions in production for Fortune 500 clients. We didn't pivot. We evolved naturally.

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Years in
Production AI
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Fortune 500
Clients
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Dev Lifecycle
Compression
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Hackathon
Top Placements
Why Affine

What Sets Affine Apart.

Built on 15 years of production-grade AI delivery across the most complex enterprise environments on the planet.

Human Innovation Quotient.
"You can outsource software. You can't outsource judgment."

Affine's talent model is built on a ruthless filter - less than 5% of applicants make the cut. We recruit for depth: PhDs working alongside practitioners, theoreticians alongside engineers who ship real-world systems.

The result is a team that doesn't just implement AI - it thinks about it structurally. When a problem has no precedent, Affine people don't wait for a playbook. They build one.

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Applicant acceptance rate
0:5
Masters/PhD to practitioner ratio
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Core team tenure 3+ yrs
Human Innovation Quotient
DNA of Innovation.
"We were building transformer models before they had boardroom names."

Affine has been publishing AI research since 2017 - before LLMs became a PowerPoint fixture. Our team holds 15+ whitepapers, research papers, and patents, and our internal R&D function runs parallel to every client engagement.

Innovation isn't a campaign. It's embedded in how we hire, how we build, and how we think about what's next.

2016Computer-vision defect detection deployed for a manufacturing client
2018First Transformer-based Q&A chatbot deployed for a client
2025In-house LLM built on the LoRA framework
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Persistent R&D pods
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Years of AI research
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Papers & patents
DNA of Innovation
Institutionalized Problem-Solving.
"We don't improvise. We have a system for solving the unsolvable."

Affine has systematized innovation. Quarterly hackathons stress-test new approaches. Public competition wins at DeepLearning.AI, Amazon, Microsoft, and Rakuten validate our methods. An internal playbook of codified problem-solving patterns makes the unrepeatable repeatable.

The result: Affine solves the exact class of problems that define real AI transformation - the ones with no existing blueprint.

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Hackathons - global, customer & internal
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Problem-solving patterns codified
Top 0%
Global competition placements
Institutionalized Problem-Solving
Battle-Tested AI Assets.
"Your competitors are still writing boilerplate. We're already in production."

Affine brings production-grade AI infrastructure from day one. Every engagement starts with battle-tested assets - agents, pipelines, evaluation frameworks, and vertical accelerators, validated across 50+ Fortune 500 deployments.

Plug-in Dev accelerators + Business Ready Solutions

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AI dev lifecycle Compression
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Enterprise Assets
Battle-Tested AI Assets
Our Engagement Model

Five Stages. Zero Hand-offs.

One team owns the entire journey - from first sketch to production deployment to knowledge transfer. No hand-offs. No dropped context.

01
Conceptualize
Define the AI problem worth solving, with business impact at the center
02
Architect
Design the system that will scale: data, models, infrastructure, governance
03
Execute
Build with production quality from day one - not prototype quality dressed up
04
Integrate
Deploy into your production environment with full monitoring, logging, and performance tracking
05
Democratize
Enable your team to own, extend, and scale it, without depending on us forever
How We Work →
Client Impact

Proof, Not Promises.

Measurable ROI on revenue, cost, and operational scale. Across 50+ Fortune 500 deployments.

AI-Powered PDP Content Operations for Global CPG

End-to-end PDP content pipeline - research, draft, compliance, publish - across major marketplaces, grocery retail networks, and global commerce platforms.

Measured Impact
  • 0% reduction in content authoring effort
  • faster time-to-live across SKUs
  • 0% compliance across retail networks
CPG · Digital Commerce

Demand Forecasting Lifted From 60% to 90% Accuracy

SKU-level demand forecasting models feeding rolling financial planning and inventory rebalancing across a global sportswear portfolio.

Measured Impact
  • Forecast accuracy from 60% to 0%
  • Improved production and inventory planning
  • Reduced stock-outs across multi-region rollout
Sportswear · Supply Chain

GenAI Personalization Engine for an Online Travel Platform

Generative personalization engine delivering targeted offers and journeys for a leading online travel platform with 12M+ active customers.

Measured Impact
  • $150M incremental revenue uplift
  • Personalized journeys across 12M+ customers
  • Improved conversion across booking flow
Travel · Customer Experience
Innovation & Problem-Solving Culture

We Compete. We Win.
We Build Better.

Affine has run 25+ hackathons - internal, customer, and global - as a structured innovation engine. Our teams have placed Top 1% at DeepLearning.AI, Amazon, Microsoft, Rakuten, and beyond.

Top 1%
DeepLearning.AI Data-Centric AI
#7 of 1,480 teams
Winner
Amazon Sustainability Challenge
1st Place - AWS
Top 1%
Microsoft AI Challenge
#35 of 5,000 teams
Top 1%
Rakuten Recipe Image Classification
#2 of 2,655 teams
Top 5
Intel OneAPI GenAI Challenge
Top 5 Globally
Winner
Bangalore Smart City Challenge
1st Place
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Codified problem
patterns
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Trophies &
top placements
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Hackathons
per quarter
See All Hackathon Performance →
Industries We Serve

Built for Complex Enterprise Environments

Fifteen years of production AI across the sectors that define modern commerce, manufacturing, and innovation.

Leadership Ideology

The People Behind the Platform

Affine is led by practitioners, not presenters.

Vineet Kumar
Vineet Kumar
Chief Executive Officer, Affine

Affine is a full AI lifecycle partner. We build what didn't exist before. Fifteen years in production means our clients don't pay for our learning curve - we already climbed it.

Ashish Maheshwari
Ashish Maheshwari
Chief Operating Officer, Affine

Execution is not a phase that comes after strategy. At Affine, it is the strategy. We measure everything against one standard: is it running in production and moving a KPI? If not, we are not done.

Frequently Asked

Questions We Actually Get

We operate as a full AI lifecycle partner, not a consulting layer. From idea to impact, we don't hand off - we stay in. Consulting firms advise and leave at the slide deck; we build, ship, and run the production systems that move your KPIs. Fifteen years in production AI means you don't pay for a learning curve - we already climbed it.

No. We combine custom builds with plug-ready accelerators - AI agents codified from first-of-their-kind enterprise deployments - to reduce time-to-value significantly. You get the speed of a product with the fit of a bespoke build.

From staff augmentation through to outcome-based models tied directly to business KPIs - we flex to the shape of your problem. Engagements range from targeted sprints with our forward-deployed teams to full lifecycle partnerships where Affine owns the outcome.

With our plug-ready accelerators, up to 70% faster than traditional development cycles. The AI agents in our portfolio are battle-tested across Fortune 500 deployments, so you are not paying to reinvent what we have already stress-tested in production.

Across ten core verticals - CPG; Retail & E-commerce; Manufacturing; High-Tech & Digital Platforms; BFSI; Pharma & Healthcare; Gaming, Media & Entertainment; Professional Services; Automotive; and Energy, Oil & Gas. Domain expertise is embedded directly into our agents and delivery teams. Our focus is deliberate: depth over breadth, industry-specific AI over generic capability.

Ownership is non-negotiable. Our fifth engagement stage - Democratize - exists specifically to transfer full ownership to your team: documentation, training, and architecture that your people can extend without depending on us forever.

Get Started

Ready to move from POC to production?

Talk to the team that has been building production AI since before it was a boardroom trend.