Previous Work

Selected AI systems, infrastructure, and applied intelligence work across product, enterprise, and client environments.

The companies pulling ahead are using AI across their operations.

At Hakai Lab, we help your business use AI effectively, from strategy and buying decisions to implementation, deployment, maintenance, and repair.

Selected Work

Private Equity Email Routing System

An AI system that monitored a shared inbox across fifteen funds, forwarded each message to the right fund team, escalated uncertain cases, and tracked answers against an SLA.

Outcomes
  • 5x faster response time
  • Triage cost cut from ~$1.35M/year to under $100K
  • 98% routed automatically
  • AI Workflows
  • Email Routing
  • Operations Tooling
  • Document Understanding
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AI Contract Briefing & Change Monitoring System

A document workflow system that parsed contracts from email, generated briefing reports for attorneys, and monitored contract changes that could affect a client's position.

Outcomes
  • 2.5x faster briefing prep
  • ~6,250 paralegal hours returned yearly
  • Contracts stayed inside the firm environment
  • Legal
  • Contract Review
  • Briefing Reports
  • Change Monitoring
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DHCS Policy & Procedure Compliance Audit System

An AI system that checked a health plan's policies against a state compliance questionnaire and returned sourced decisions for an auditor to review.

Outcomes
  • 5x faster audits
  • ~28 hours saved per audit
  • Every decision backed by citation
  • Healthcare
  • Audit Support
  • Document QA
  • Evidence Retrieval
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Ecommerce Market Intelligence System

An AI system that analyzed reviews, social media comments, customer sentiment, and competitor pricing to support product and market decisions.

  • Ecommerce
  • Market Intelligence
  • Customer Sentiment
  • Pricing
Write-up coming soon

Startup Market Signal Model

A market intelligence system that identified and interpreted signals related to startup positioning, traction, and opportunity.

  • Startups
  • Market Intelligence
  • Signal Detection
  • Decision Support
Write-up coming soon

Satellite Cybersecurity RL System

An AI system for simulating adversarial cybersecurity behavior, helping model red-team and blue-team detection and response scenarios.

  • Security
  • Cyber Simulation
  • Autonomous Response
  • Aerospace
Write-up coming soon

SafeTensors Surgery

A Rust-based tool for merging LoRA adapters into SafeTensors models with memory-mapped I/O and low-memory workflows for large models.

Outcomes
  • Llama3-70B merged in 6.4GB RAM vs. 12.9GB for mergekit
  • PEFT could not complete the 70B merge on 128GB RAM
  • Mistral-7B used 9.7GB RAM vs. 28.5GB for PEFT
  • Developer Tools
  • AI Infrastructure
  • Model Tooling
  • LoRA Adapters
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Computer Vision Security System

A computer vision system for security workflows that used object and facial recognition to identify people, objects, and activity in monitored environments.

  • Security
  • Computer Vision
  • Object Recognition
  • Facial Recognition
Write-up coming soon