From POC graveyard
to production gold

Real problems. Real solutions. Real revenue.

Use Cases by Industry

Financial Services & Banking

Where compliance meets velocity

RAG for Regulatory Intelligence
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Problem: 500+ page regulatory documents updated weekly. Compliance team drowning.

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Solution: RAG system that answers complex compliance questions in seconds.

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Result: 70% reduction in compliance review time. Zero regulatory violations.

Text2SQL for Risk Analytics
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Problem: Risk data scattered across 15 systems. Reports take days.

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Solution: Natural language queries across all risk databases instantly.

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Result: Real-time risk dashboards. Decisions in minutes, not days.

Knowledge Graph for Fraud Detection
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Problem: Fraud patterns hidden in relationship networks.

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Solution: Graph AI that connects dots humans miss.

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Result: 40% more fraud caught. $2M+ saved quarterly.

Healthcare & Life Sciences

Where data saves lives

RAG for Regulatory Intelligence
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Problem: 500+ page regulatory documents updated weekly. Compliance team drowning.

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Solution: RAG system that answers complex compliance questions in seconds.

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Result: 70% reduction in compliance review time. Zero regulatory violations.

Text2SQL for Risk Analytics
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Problem: Risk data scattered across 15 systems. Reports take days.

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Solution: Natural language queries across all risk databases instantly.

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Result: Real-time risk dashboards. Decisions in minutes, not days.

Knowledge Graph for Fraud Detection
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Problem: Fraud patterns hidden in relationship networks.

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Solution: Graph AI that connects dots humans miss.

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Result: 40% more fraud caught. $2M+ saved quarterly.

RAG for Clinical Intelligence

Problem: Patient data in 12 different systems. Doctors can't see full picture.

Solution: Unified RAG that surfaces complete patient context instantly.

Result: 30% faster diagnosis. Better patient outcomes.

Text2SQL for Research Queries

Problem: Researchers wait weeks for data pulls from IT.

Solution: Self-service natural language data access.

Result: Research velocity 5x faster. More trials launched.

AI Agents for Prior Authorization

Problem: 48-hour approval delays. Manual process. Patient frustration.

Solution: Automated agents that handle full authorization workflow.

Result: 2-hour approvals. 85% automation rate.

SaaS & Technology

Where features become moats

RAG for Customer Support

Problem: Support team can't keep up with product complexity.

Solution: RAG that knows every feature, integration, and edge case.

Result: 50% ticket deflection. 3x faster resolution.

Text2SQL for Product Analytics

Problem: PMs wait days for usage insights from data team.

Solution: Natural language product analytics for everyone.

Result: Daily insights. Features shipped 2x faster.

AI Agents for Onboarding

Problem: 14-day onboarding. High drop-off. Manual chaos.

Solution: Intelligent agents that guide and automate setup.

Result: 3-day onboarding. 60% better activation.

Retail & E-commerce

Where margins meet intelligence

RAG for Product Intelligence

Problem: 50,000 SKUs. Customer questions unanswered.

Solution: RAG that knows every product detail and compatibility.

Result: 25% conversion lift. Happy customers.

Knowledge Graph for Inventory

Problem: Stock-outs and overstock costing millions.

Solution: Graph AI predicting demand across locations.

Result: 30% inventory reduction. 95% availability.

Text2SQL for Merchandising

Problem: Buyers guessing what sells where.

Solution: Instant insights on sales patterns and trends.

Result: 20% margin improvement. Data-driven decisions.

Use Cases by Technical Challenge

Complex RAG Systems

When accuracy matters more than speed

Multi-Source RAG
  • Unify technical documentation, support tickets, and product specs
  • 92% accuracy on complex queries
  • Deploy in 6 weeks, not 6 months
Compliant RAG
  • HIPAA, SOC2, PCI-compliant architectures
  • Full audit trails and explainability
  • Zero data leakage guarantees
Multilingual RAG
  • Support 100+ languages seamlessly
  • Cultural context awareness
  • Global deployment ready

Enterprise Text2SQL

When everyone needs to be a data analyst

Cross-Database Queries
  • Query Snowflake, Postgres, and MongoDB in one sentence
  • Handle complex JOINs and aggregations
  • Business users become power users
Secure Text2SQL
  • Row-level security enforcement
  • PII protection built-in
  • Full query audit logs
Performance Text2SQL
  • Sub-second responses on billion-row tables
  • Intelligent query optimization
  • Cache frequently asked questions

Knowledge Graphs

When relationships matter more than records

Customer 360 Graphs
  • Connect every customer touchpoint
  • Predict churn before it happens
  • Personalize at scale
Supply Chain Intelligence
  • Map complex vendor relationships
  • Identify risk concentrations
  • Optimize for resilience
Fraud Networks
  • Detect coordinated attacks
  • Uncover hidden connections
  • Real-time pattern matching

Custom AI Agents

When workflows need intelligence, not just automation

Approval Workflows
  • Understand context and exceptions
  • Route intelligently
  • Learn from decisions
Data Processing
  • Clean, validate, and enrich automatically
  • Handle edge cases gracefully
  • Scale to millions of records
Customer Interactions
  • Beyond chatbots to problem solvers
  • Multi-step resolution
  • Revenue generation, not just support

The Pattern Behind Success

Every success story follows the same path

step 1

Honest Assessment

We diagnose why previous attempts failed. No judgment. Just truth.

step 2

Focused Pilot

Pick one painful problem. Solve it completely. 6 weeks to production.

step 3

Scale What Works

Expand from proven success. Your team owns the code. We're already gone.

Who Shouldn't Work With Us

We're not for everyone

Skip us if you want:

  • 200-page strategy documents
  • Impressive demos that never deploy
  • Consultants who stick around forever
  • Black box solutions you can't modify

Choose us if you want:

  • Production systems in 6 weeks
  • Code you completely own
  • PhD expertise without the overhead
  • AI that makes money, not excuses