GENERATIVE AI & LARGE LANGUAGE MODELS
Enterprise AI that works in production. Not in PowerPoint.
Enterprise AI that understands your business.
We build production LLM systems — not chatbot demos. RAG pipelines, AI agents, document intelligence, and decision-support tools that work in your environment at enterprise scale.

Trusted by enterprises across F&B, Manufacturing, Logistics, and Legal.
Trusted by enterprises across F&B, Manufacturing, Logistics, and Legal.
Trusted by enterprises across F&B, Manufacturing, Logistics, and Legal.
WHAT DOES SEVEN BILLION DO?
More than you'd expect. And it all ships.
We do not sell tools. We do not hand over decks. We design, build, and deploy working AI and analytics solutions — from strategy to production, with your team, on your data.
Turn Data Into Decisions
We take your messy, siloed, unstructured data and transform it into clear, actionable intelligence your leadership can act on today.
Ship AI — Not Just Pilots
85% of AI projects fail to scale. Ours do not. We build for production from day one — not for demos that die in a slide deck.
Drive Outcomes, Not Outputs
We do not hand over reports. We deliver working solutions with agreed success KPIs, measured from day one.
WHAT DOES SEVEN BILLION DO?
More than you'd expect. And it all ships.
We do not sell tools. We do not hand over decks. We design, build, and deploy working AI and analytics solutions — from strategy to production, with your team, on your data.
Turn Data Into Decisions
We take your messy, siloed, unstructured data and transform it into clear, actionable intelligence your leadership can act on today.
Ship AI — Not Just Pilots
85% of AI projects fail to scale. Ours do not. We build for production from day one — not for demos that die in a slide deck.
Drive Outcomes, Not Outputs
We do not hand over reports. We deliver working solutions with agreed success KPIs, measured from day one.
WHAT DOES SEVEN BILLION DO?
More than you'd expect. And it all ships.
We do not sell tools. We do not hand over decks. We design, build, and deploy working AI and analytics solutions — from strategy to production, with your team, on your data.
Turn Data Into Decisions
We take your messy, siloed, unstructured data and transform it into clear, actionable intelligence your leadership can act on today.
Ship AI — Not Just Pilots
85% of AI projects fail to scale. Ours do not. We build for production from day one — not for demos that die in a slide deck.
Drive Outcomes, Not Outputs
We do not hand over reports. We deliver working solutions with agreed success KPIs, measured from day one.
LLM AGENTS & INTELLIGENT AUTOMATION
Autonomous AI agents that handle complex, multi-step decisions.
Autonomous AI agents that handle complex, multi-step decisions.
Most chatbots answer questions. Our agents take actions. We build multi-agent systems where specialised LLM nodes — a researcher, a reasoner, a validator, an executor — collaborate inside a directed acyclic graph of tasks, with tool-use, memory, and rollback logic built in. Pricing decisions, procurement workflows, triage routing, legal research, compliance checks — all handled end-to-end by AI that knows when to escalate to a human and when to act autonomously.
We use agentic frameworks including LangGraph, CrewAI, and Semantic Kernel — and we instrument every agent with structured logging so you can audit every step of every decision.
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"Finding what you needed used to take hours. Now it takes seconds — and the AI assistant has fundamentally changed how our team approaches every case."
"Finding what you needed used to take hours. Now it takes seconds — and the AI assistant has fundamentally changed how our team approaches every case."
Category Manager
Cosmetic D2C Brand India
Hybrid vector + BM25 retrieval over your internal corpus. Semantic chunking, cross-encoder re-ranking, and citation-grounded outputs. We build retrieval pipelines that surface the right information
Directed acyclic task graphs where specialised agents: planner, researcher, critic, executor. Collaborate with shared memory, tool-use, and structured handoffs. Built on LangGraph and CrewAI.
When a frontier model is not precise enough for your domain, we fine-tune using LoRA/QLoRA on your proprietary data. Legal clauses, FMCG demand language, clinical terminology, domain-
Agents that don’t just answer, they act. API calls, database writes, ERP record updates, email drafts, dashboard refreshes. Every tool call is logged, validated, and reversible.
Every Seven Billion system includes AI governance, auditability, full traceability, and production-MLOps — so you can explain every output, audit every decision, and sleep at night.
Every Seven Billion system includes AI governance, auditability, full traceability, and production-MLOps — so you can explain every output, audit every decision, and sleep at night.
WHAT AI LOOKS LIKE AT SEVEN BILLION
AI for decisions, not demonstrations.
Here is what our AI systems actually do in production environments today.
WHAT AI LOOKS LIKE AT SEVEN BILLION
AI for decisions, not demonstrations.
Here is what our AI systems actually do in production environments today.
WHAT AI LOOKS LIKE AT SEVEN BILLION
AI for decisions, not demonstrations.
Here is what our AI systems actually do in production environments today.
ENGAGEMENT MODEL — PHASE 0 TO 4
From first conversation to full deployment. No wasted budget. No surprises.
We built this model after watching too many AI projects die between pilot and production. Every phase has a clear deliverable and a clear decision point. You control how far you go.
PHASE 0
Phase 0 — AI Discovery | 2 weeks | Fixed fee or complimentary
We map your data, your decision flows, and identify the 3–5 use cases where AI creates the most measurable value.
You get a prioritised plan and a realistic deployment brief before any development begins.
Output: A clear brief. No obligation to proceed.
PHASE 2
Phase 2 — Prototype | 4–6 weeks
We connect to your real data — your ERP, your data warehouse, your proprietary sources.
A functional model or agent you can test against your actual business environment. This is where we find the edge cases, deliberately, before production.
Output: A working prototype. Performance benchmarks.
PHASE 4
Phase 4 — Full Deployment | Defined timeline
End-to-end implementation, team training, integration with your systems, and go-live. A dedicated team, clear milestones, and ongoing support after launch. We do not disappear at go-live.
Output: A live system. Monitoring in place. Your team trained and independent.
PHASE 1
Phase 1 — Concept Demo | 2–3 weeks
A working demo built around your specific use case — not a generic product walkthrough.
We use simulated or anonymised data to show you exactly what the system will do.
Output: A live demo you can interact with. A go / no-go decision.
PHASE 3
Phase 3 — Pilot | 4–8 weeks
Live in your production environment, limited scope. We measure performance against real business constraints, gather feedback from daily users, and refine the model. This is the phase most vendors skip. We do not.
Output: Validated production performance. A deployment decision with evidence.
Phase 0 is the lowest-risk way to begin.
ENGAGEMENT MODEL — PHASE 0 TO 4
From AI Discovery to production deployment.
We built this model after watching too many AI projects die between pilot and production. Every phase has a clear deliverable and a clear decision point. You control how far you go.
PHASE 0
AI Discovery (2 Weeks)
Fixed fee or Complimentry
We map your data, your decision flows, and identify the 3–5 use cases where AI creates the most measurable value.
You get a prioritised plan and a realistic deployment brief before any development begins.
Output: A clear brief. No obligation to proceed.
PHASE 2
AI Prototype (4-6 Weeks)
We connect to your real data — your ERP, your data warehouse, your proprietary sources.
A functional model or agent you can test against your actual business environment. This is where we find the edge cases, deliberately, before production.
Output: A working prototype. Performance benchmarks.
PHASE 4
Full-Scale AI Deployment
End-to-end implementation, team training, integration with your systems, and go-live. A dedicated team, clear milestones, and ongoing support after launch. We do not disappear at go-live.
Output: A live system. Monitoring in place. Your team trained and independent.
PHASE 1
AI Concept Demo (2-3 Week)
A working demo built around your specific use case — not a generic product walkthrough.
We use simulated or anonymised data to show you exactly what the system will do.
Output: A live demo you can interact with. A go / no-go decision.
PHASE 3
AI Pilot
Live in your production environment, limited scope. We measure performance against real business constraints, gather feedback from daily users, and refine the model. This is the phase most vendors skip. We do not.
Output: Validated production performance. A deployment decision with evidence.
Phase 0 is the lowest-risk way to begin.
ENGAGEMENT MODEL — PHASE 0 TO 4
From first conversation to full deployment. No wasted budget. No surprises.
We built this model after watching too many AI projects die between pilot and production. Every phase has a clear deliverable and a clear decision point. You control how far you go.
PHASE 0
Phase 0 — AI Discovery | 2 weeks | Fixed fee or complimentary
We map your data, your decision flows, and identify the 3–5 use cases where AI creates the most measurable value.
You get a prioritised plan and a realistic deployment brief before any development begins.
Output: A clear brief. No obligation to proceed.
PHASE 2
Phase 2 — Prototype | 4–6 weeks
We connect to your real data — your ERP, your data warehouse, your proprietary sources.
A functional model or agent you can test against your actual business environment. This is where we find the edge cases, deliberately, before production.
Output: A working prototype. Performance benchmarks.
PHASE 4
Phase 4 — Full Deployment | Defined timeline
End-to-end implementation, team training, integration with your systems, and go-live. A dedicated team, clear milestones, and ongoing support after launch. We do not disappear at go-live.
Output: A live system. Monitoring in place. Your team trained and independent.
PHASE 1
Phase 1 — Concept Demo | 2–3 weeks
A working demo built around your specific use case — not a generic product walkthrough.
We use simulated or anonymised data to show you exactly what the system will do.
Output: A live demo you can interact with. A go / no-go decision.
PHASE 3
Phase 3 — Pilot | 4–8 weeks
Live in your production environment, limited scope. We measure performance against real business constraints, gather feedback from daily users, and refine the model. This is the phase most vendors skip. We do not.
Output: Validated production performance. A deployment decision with evidence.
Phase 0 is the lowest-risk way to begin.
FOUNDER POV
“Every client we have met has a dashboard problem. Too many dashboards, none of them driving action, and the people who built them have moved on. We stopped building dashboards in 2022. Every system we build now is designed around a decision — not a report.”
Abhijit Singh | Founder & CEO, Seven Billion Analytics
FOUNDER POV
“Every client we have met has a dashboard problem. Too many dashboards, none of them driving action, and the people who built them have moved on. We stopped building dashboards in 2022. Every system we build now is designed around a decision — not a report.”
Abhijit Singh | Founder & CEO, Seven Billion Analytics
FOUNDER POV
“Every client we have met has a dashboard problem. Too many dashboards, none of them driving action, and the people who built them have moved on. We stopped building dashboards in 2022. Every system we build now is designed around a decision — not a report.”
Abhijit Singh | Founder & CEO, Seven Billion Analytics
TECHNOLOGIES
The platforms and models behind our Solutions.
We take a flexible, model-agnostic and cloud-agnostic approach. The right mix of platforms, foundation models, and data infrastructure is selected based on each client’s environment, governance needs, and scale.

TECHNOLOGIES
The platforms and models behind our Solutions.
We take a flexible, model-agnostic and cloud-agnostic approach. The right mix of platforms, foundation models, and data infrastructure is selected based on each client’s environment, governance needs, and scale.

How a leading F&B enterprise unified its reporting and cut review cycles by 60% with Seven Billion
Read case study
60%
Reduction in monthly reporting effort across 15+ SKUs

Before working with Seven Billion, our data was scattered and difficult to rely on. Now every region, every SKU, and every distribution channel is visible in one place, and our leadership team has confidence.

Supply Chain Director
F&B Group
40%
Reduction in stockouts in first quarter post-deployment
How a leading F&B enterprise unified its reporting and cut review cycles by 60% with Seven Billion
Read case study
60%
Reduction in monthly reporting effort across 15+ SKUs

Before working with Seven Billion, our data was scattered and difficult to rely on. Now every region, every SKU, and every distribution channel is visible in one place, and our leadership team has confidence.

Supply Chain Director
F&B Group
40%
Reduction in stockouts in first quarter post-deployment
How a leading F&B enterprise unified its reporting and cut review cycles by 60% with Seven Billion
Read case study
60%
Reduction in monthly reporting effort across 15+ SKUs

Before working with Seven Billion, our data was scattered and difficult to rely on. Now every region, every SKU, and every distribution channel is visible in one place, and our leadership team has confidence.

Supply Chain Director
F&B Group
40%
Reduction in stockouts in first quarter post-deployment
TESTIMONIALS
What our clients say about Solutions that deliver.
Do not just take our word for it. Hear directly from the organizations we have helped improve through data, analytics, and practical implementation.

VP Operations
Leading E-Commerce Platform
"Seven Billion built us an AI agent that makes 250,000 SKU-level pricing and inventory decisions every single day. Our operations team went from managing spreadsheets to managing outcomes. The shift was immediate and measurable."
250k
Daily AI decisions
12%
Revenue uplift

Medical Director
Multi-Specialty Hospital Group
"We were sceptical about AI in a clinical setting. The Seven Billion team told us when our data was not ready — which no vendor had ever done before. What they built is something our physicians actually use. It has given back hours of their day."
3+
Hours saved per physician per day
18%
Reduction in stockouts

Chief Supply Chain Officer
FMCG Enterprise
"Their GenAI production planner transformed how we schedule our manufacturing lines. We are not just saving money — we are making better decisions faster. It paid back in the first quarter."
Rs. 4.2Cr
annual savings
18%
Reduction in changeover losses
TESTIMONIALS
What our clients say about Solutions that deliver.
Do not just take our word for it. Hear directly from the organizations we have helped improve through data, analytics, and practical implementation.

VP Operations
Leading E-Commerce Platform
"Seven Billion built us an AI agent that makes 250,000 SKU-level pricing and inventory decisions every single day. Our operations team went from managing spreadsheets to managing outcomes. The shift was immediate and measurable."
250k
Daily AI decisions
12%
Revenue uplift

Medical Director
Multi-Specialty Hospital Group
"We were sceptical about AI in a clinical setting. The Seven Billion team told us when our data was not ready — which no vendor had ever done before. What they built is something our physicians actually use. It has given back hours of their day."
3+
Hours saved per physician per day
18%
Reduction in stockouts

Chief Supply Chain Officer
FMCG Enterprise
"Their GenAI production planner transformed how we schedule our manufacturing lines. We are not just saving money — we are making better decisions faster. It paid back in the first quarter."
Rs. 4.2Cr
annual savings
18%
Reduction in changeover losses
TESTIMONIALS
What our clients say about Solutions that deliver.
Do not just take our word for it. Hear directly from the organizations we have helped improve through data, analytics, and practical implementation.

VP Operations
Leading E-Commerce Platform
"Seven Billion built us an AI agent that makes 250,000 SKU-level pricing and inventory decisions every single day. Our operations team went from managing spreadsheets to managing outcomes. The shift was immediate and measurable."
250k
Daily AI decisions
12%
Revenue uplift

Medical Director
Multi-Specialty Hospital Group
"We were sceptical about AI in a clinical setting. The Seven Billion team told us when our data was not ready — which no vendor had ever done before. What they built is something our physicians actually use. It has given back hours of their day."
3+
Hours saved per physician per day
18%
Reduction in stockouts

Chief Supply Chain Officer
FMCG Enterprise
"Their GenAI production planner transformed how we schedule our manufacturing lines. We are not just saving money — we are making better decisions faster. It paid back in the first quarter."
Rs. 4.2Cr
annual savings
18%
Reduction in changeover losses
INSIGHTS
From the Seven Billion team.
Things we have noticed doing this work. Written for people who make decisions, not people who read press releases.
INSIGHTS
Ideas that drive innovation.
Things we have noticed doing this work. Written for people who make decisions, not people who read press releases.
INSIGHTS
From the Seven Billion team.
Things we have noticed doing this work. Written for people who make decisions, not people who read press releases.
FAQ
Straight answers to the questions that matter.
If it is not here, just ask.
Can't find your answer?



Book a call with the team
→
Email us at hello@sevenbillion.co
How long does a typical engagement take?
Can your systems integrate with our existing infrastructure?
What does Phase 0 cost?
How do you measure ROI?
Do we need clean data before starting?
Will our internal team be involved?
How is our data kept secure?
What happens after deployment?
GOT QUESTIONS?
Questions we hear often.
If it is not here, just ask.
Can't find your answer?



Book a call with the team
→
Email us at hello@sevenbillion.co
How long does a typical engagement take?
Can your systems integrate with our existing infrastructure?
What does Phase 0 cost?
How do you measure ROI?
Do we need clean data before starting?
Will our internal team be involved?
How is our data kept secure?
What happens after deployment?
GOT QUESTIONS?
Straight answers to the questions that matter.
If it is not here, just ask.
Can't find your answer?



Book a call with the team
→
Email us at hello@sevenbillion.co
How long does a typical engagement take?
Can your systems integrate with our existing infrastructure?
What does Phase 0 cost?
How do you measure ROI?
Do we need clean data before starting?
Will our internal team be involved?
How is our data kept secure?
What happens after deployment?
The lowest-risk way to find out if AI is right for your business.
Phase 0 is a two-week discovery that tells you exactly which problems AI can solve, what it will take to build, and what it will cost. No obligation beyond it.
ABOUT Seven Billion
Seven Billion is an Applied AI company — a team of data scientists and AI engineers who build and deploy AI systems that run in production. Founded in 2020. Offices in Boston, USA and Bengaluru, India.
OFFICE
Boston, USA
Bengaluru, India





Intelligence that delivers starts here.
Whether you are mapping your first AI use case or scaling AI across the enterprise, we will help you cut through the noise and build something that actually ships.
ABOUT Seven Billion
Seven Billion is an Applied AI company — a team of data scientists and AI engineers who build and deploy AI systems that run in production. Founded in 2020. Offices in Boston, USA and Bengaluru, India.
OFFICE
Boston, USA
Bengaluru, India





The lowest-risk way to find out if AI is right for your business.
Whether you are mapping your first AI use case or scaling AI across the enterprise, we will help you cut through the noise and build something that actually ships.
ABOUT Seven Billion
Seven Billion is an Applied AI company — a team of data scientists and AI engineers who build and deploy AI systems that run in production. Founded in 2020. Offices in Boston, USA and Bengaluru, India.
OFFICE
Boston, USA
Bengaluru, India



















