Our Work
Systems that run themselves
Every project starts with a manual process and ends with an automation that runs in production.
tunc-clm
An open memory standard for multi-session AI handoff threads
CLM (Continuity Log Memory) is an append-only handoff format we shipped as a public spec with three reference parsers. Any AI that opens a .clm file understands it through abstractions it already has. No SDK, no system prompt, no schema setup. The whole point: most formats need integration; CLM doesn't. Used as the bootstrapping memory layer between sessions across model families.
- Three reference parsers (Rust, Python, TypeScript) — 126 tests across them
- Published on PyPI and npm: pip install tunc-clm / npm install tunc-clm
- Open spec, MIT license, signed by all major AI model families
- Validator hardened across 8+ rounds of independent code review
Lemon.Law
Revolutionizing Lemon Law with AI-driven automation
Lemon.Law transformed the consumer protection landscape by replacing manual, attorney-dependent processes with fully automated AI pipelines. Customers upload vehicle documentation, and the system autonomously evaluates claims, identifies manufacturer defect patterns, generates legal filings, and manages case progression — delivering results in days instead of months.
- Fully automated claim evaluation pipeline — from document upload to legal filing
- AI-powered defect pattern recognition across manufacturer databases
- Direct-to-consumer platform eliminating traditional attorney bottlenecks
- Case processing time reduced from months to days
MetricsMaster.com
Real-time PR intelligence that quantifies every placement
MetricsMaster.com is the platform PR agencies have been waiting for. It continuously monitors publications across all media channels, automatically detects and attributes placements, and calculates the monetary value of each mention in real time. Agencies finally have a single dashboard that proves ROI to their clients with hard numbers.
- Real-time monitoring across print, online, broadcast, and social channels
- Automated placement detection and attribution using NLP
- Dynamic valuation engine that calculates placement worth
- Client-facing dashboards with exportable ROI reports
Media Value
Replacing outdated AVE with real-time AI-powered media scoring
Media Value disrupts the decades-old Ad Value Equivalency (AVE) standard that the PR industry still relies on — a blunt metric that equates editorial coverage to ad spend. Our Media Value Score uses real-time AI to evaluate what a placement is actually worth by analyzing publication authority, audience quality, sentiment, engagement depth, and content relevance. The result is a dynamic, defensible number that reflects true media impact, not a recycled ad rate.
- Media Value Score — AI-driven alternative to standardized AVE metrics
- Real-time scoring that adapts as publication authority and audience signals change
- Multi-factor analysis: publication reach, audience quality, sentiment, engagement depth
- API-first architecture for integration into PR platforms and media buying workflows
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