Industries

AI engineered for high-stakes industries

Domain-aware patterns, integrations and governance for the sectors where AI must perform under real constraints.

Financial Services

Risk, compliance and client intelligence at machine speed.

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Challenges

  • Manual underwriting and KYC
  • Fragmented compliance evidence
  • Slow analyst research

Use cases

  • Underwriting copilots
  • Fraud & AML agents
  • Research automation

Benefits

  • 62% faster credit decisions
  • Continuous audit trails
  • Higher fraud catch rate
Technologies used
LangGraphpgvectorSnowflakeOkta SSO

Healthcare

Augment clinicians and accelerate operations safely.

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Challenges

  • Clinical documentation burden
  • Prior-auth backlogs
  • Patient triage capacity

Use cases

  • Clinical documentation
  • Prior-authorization agents
  • Patient triage

Benefits

  • 8.4× throughput
  • HIPAA-aligned controls
  • Improved clinician satisfaction
Technologies used
Private LLMsRAG over EHRAudit loggingBAA available

Retail & E-commerce

Personalize every touchpoint across the customer journey.

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Challenges

  • Personalization at scale
  • Catalog quality
  • Demand volatility

Use cases

  • Conversational commerce
  • Catalog enrichment
  • Demand forecasting

Benefits

  • Higher CVR
  • Cleaner catalogs
  • Faster restock decisions
Technologies used
Multimodal modelsShopify connectorsReal-time vectors

Manufacturing

Intelligent operations from shop floor to supply chain.

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Challenges

  • Unplanned downtime
  • Quality inspection costs
  • Supplier risk

Use cases

  • Predictive maintenance
  • Quality inspection
  • Supplier copilots

Benefits

  • Lower MTTR
  • Defect catch rate up
  • Supplier risk visibility
Technologies used
Vision modelsMQTT ingestOT/IT integration

Logistics

Optimize fleets, routes and exceptions in real time.

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Challenges

  • Shipment exceptions
  • Route inefficiency
  • Document chaos

Use cases

  • Route optimization
  • Exception handling
  • Document AI

Benefits

  • 70% auto-resolution
  • Lower fuel cost per mile
  • Faster document AI
Technologies used
Constraint solversOCR + LLMEDI connectors

SaaS & Technology

Embed agents directly into the products you ship.

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Challenges

  • In-product agent quality
  • Support deflection
  • Dev velocity

Use cases

  • In-product copilots
  • Support automation
  • Developer agents

Benefits

  • Higher PQL conversion
  • Higher CSAT on AI
  • Faster ship cadence
Technologies used
MCP toolsVector retrievalEval harnesses

Education

Adaptive learning and operations at institution scale.

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Challenges

  • Personalized learning at scale
  • Admissions backlog
  • Research overload

Use cases

  • Tutoring agents
  • Admissions automation
  • Research assistants

Benefits

  • Better outcomes
  • Faster admissions
  • Higher researcher productivity
Technologies used
Domain copilotsKnowledge graphsTutoring agents

Government

Secure, accountable AI for public-sector outcomes.

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Challenges

  • Citizen wait times
  • Case backlogs
  • Document overload

Use cases

  • Citizen services
  • Case management
  • Document processing

Benefits

  • Faster service
  • Auditable decisions
  • Sovereign deployment
Technologies used
Air-gapped runtimeSovereign cloudFull audit
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