Transform your Enterprise with AI

Backed By

AI built for how your company already operates. Entire departments automated from the inside, end to end.


Operators who understand your business, engineers who sit inside your workflows, and infrastructure that keeps improving after launch.

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Case Study

Operators who understand your business


Former finance, operations, and compliance leaders who map how work actually gets done inside your company before anything is built.

Operators

Operators who understand your business


Former finance, operations, and compliance leaders who map how work actually gets done inside your company before anything is built.

Operators

Operators who understand your business


Engineers embedded in your workflows


Engineers embedded in your workflows

Former finance, operations, and compliance leaders who map how work actually gets done inside your company before anything is built.

Forward-deployed engineers who sit with your teams and build agents around your existing systems, data, tools and security standards.

Operators

Engineers

Engineers embedded in your workflows


Forward-deployed engineers who sit with your teams and build agents around your existing systems, data, tools and security standards.

Engineers

Systems that keep improving after launch


Every agent is evaluated and retrained on your own workflows. Custom models cut token spend by up to 80% versus off-the-shelf APIs.

Infrastructure

Infrastructure

Darwin

How we partner with enterprises

How we partner with

enterprises

  1. AI Opportunity Audit


Jigsaw combines AI interviews, enterprise data, and workflow discovery to capture organizational knowledge and identify the highest-value opportunities for AI.

  1. Deploy AI into production.


We build AI agents around your workflows, systems, and quality/privacy standards. We integrate agents into the tools and workflows your teams already use. Performance is continuously evaluated and improved in production.

  1. Optimize every agent in production.


Jigsaw reviews AI already in production, from codebase and agent architecture to prompts, context, tools, model selection, and evaluations,

WHere our AI creates value

  • Customer Operations

    Customer Support

    Case Routing

    Customer Onboarding

    Knowledge Assistants

    Compliance

    Contract Review

    Policy Compliance

    Regulatory Research

    Document Analysis

  • Software Eng

    Code Review

    Incident Response

    Testing & QA

    Developer Support

    Candidate Screening

    Interview Evaluation

    Recruiting Operations

    Internal HR Support

    Talent

  • Finance

    Invoice Processing

    Financial Close

    Expense Auditing

    Exception Handling

    Incident Response

    Vulnerability Triage

    IT Support

    Access Management

    Security/IT

  • Customer Operations

    Customer Support

    Case Routing

    Customer Onboarding

    Knowledge Assistants

    Compliance

    Contract Review

    Policy Compliance

    Regulatory Research

    Document Analysis

  • Software Eng

    Code Review

    Incident Response

    Testing & QA

    Developer Support

    Candidate Screening

    Interview Evaluation

    Recruiting Operations

    Internal HR Support

    Talent

  • Finance

    Invoice Processing

    Financial Close

    Expense Auditing

    Exception Handling

    Incident Response

    Vulnerability Triage

    IT Support

    Access Management

    Security/IT

Up to 80% savings on Token spend via a custom model.

Most enterprise workflows don't need a frontier model. Once we know how your work actually runs, we train a smaller model on your own data and processes that matches frontier quality on the tasks that matter, at a fraction of the token cost. You own the model, and every correction from your team makes it better.

Up to 80% savings on Token spend via a custom model.

Most enterprise workflows don't need a frontier model. Once we know how your work actually runs, we train a smaller model on your own data and processes that matches frontier quality on the tasks that matter, at a fraction of the token cost. You own the model, and every correction from your team makes it better.

  • Finance

    Invoice Processing

    Financial Close

    Expense Auditing

    Exception Handling

  • Security/IT

    Incident Response

    Vulnerability Triage

    IT Support

    Access Management

  • Software Eng

    Code Review

    Incident Response

    Testing & QA

    Developer Support

  • Talent

    Candidate Screening

    Interview Evaluation

    Recruiting Operations

    Internal HR Support

  • Customer Ops

    Customer Support

    Case Routing

    Customer Onboarding

    Knowledge Assistants

  • Compliance

    Contract Review

    Policy Compliance

    Regulatory Research

    Document Analysis

Verifiable data for

recursive self-improving AI.

© 2026 jigsaw

company

Careers

Research

Frontier data for superintelligence.

Verifiable data for

recursive self-improving AI.

© 2026 jigsaw

company

Careers

Research

Frontier data for superintelligence.

Verifiable data for

recursive self-improving AI.

© 2026 jigsaw

company

Careers

Research

Frontier data for superintelligence.