Context architecture. Domain knowledge graphs compressed to .md — giving every AI tool one-shot accuracy, full fidelity, and structure across siloed systems.
3.1M lines of code · One Mac Mini · 170x context density · 93% token compression
~100 connections. One hop. No reasoning.
~17,000 reasoning paths. Multi-hop. Verified.
Gated software frameworks, approval chains, and legacy tooling are excessive drag on the hyperspeed of AI. We skip the drag. No frameworks to license. No platforms to integrate. Just structured intelligence dropped straight into the tools your team already uses.
~200 concepts, relationships, and rules about YOUR business — structured as portable markdown files that plug into any AI tool via MCP.
AI agents that traverse 3-5 hops across your domain graph — generating insights, not just retrieving text. Multi-step reasoning at operational speed.
Every AI output traces back through the graph — node by node, hop by hop. No black boxes. Full audit trail from answer to source.
Your intelligence plugs directly into Claude, ChatGPT, Cursor — any tool your team already uses. No new software. No login. Just smarter AI, instantly.
Generic. Wikipedia-level. Useless for decisions.
Specific. Operational. Production-ready.
The intelligence is the product.
We build a section of your domain graph live, on the call. You see the delta in real time. No slides. No decks.
FreeYour domain graph — ~200 concepts, relationships, and rules — delivered as MCP context packs. Plug into your existing AI tools. Instant upgrade.
Starting at $2KGraph expansion, new verticals, monthly optimization. Your AI compounds knowledge over time — it gets smarter every month.
$2K – $5K / moMost AI shops burn tokens and guess. We measure token density, fuel efficiency, and reasoning hops — then optimize relentlessly.
Token density = more intelligence per dollar. Code yield = more output per token. Reasoning hops = more discovery per query. We track all three.
Same intelligence in 93% fewer tokens. Your AI costs drop. Your accuracy rises. Every entity and relationship earns its place — or gets cut.
Every session builds on the last. The graph remembers. New insights layer on existing ones. Month 6 is dramatically smarter than month 1.
Your knowledge graph works across Claude, GPT, Gemini, Llama — any model. You're not locked to a vendor. You own the intelligence layer.
Research that took 2 days takes 20 minutes. Territory analysis, competitive briefs, account strategies — delivered in a single session, not a sprint.
Graphs constrain the LLM to YOUR facts, relationships, and rules. Every answer traces back through the graph — node by node. No more guessing.
Your graph exports as markdown. Load it into any AI tool, any model, any team member's workflow. The business owns the context — forever.
3.1 million lines of code across 9 industry verticals — every case study below was built with knowledge graph methodology and context architecture.
Enterprise Industrial Tools — Field Sales
Transformed a 200+ account territory from a flat CRM export into a tiered intelligence system with competitive positioning, buying signal mapping, and next-best-action recommendations per account.
Home Health & Community Care Provider
Built a knowledge graph mapping organizational structure, service lines, regulatory relationships, and patient care pathways for a 40,000+ employee healthcare network. Surfaced operational bottlenecks invisible in flat reporting.
Emerging Hardware Technology — 2 Verticals
Built a complete go-to-market intelligence system across 50+ target accounts in 2 verticals. Per-account strategy briefs, contact mapping, event-driven timing windows, and email templates — all from a knowledge graph of the market.
Youth Athletics Organization — Capital Raise
Structured a 24-slide investor deck from raw operational data — enrollment models, P&L projections, PropCo/OpCo separation, unit economics, and team profiles. Knowledge graph mapped every financial dependency and risk pathway.
University Courseware — AI & Knowledge Systems
12-step pipeline that generates full interactive textbooks from a single course description. Learning graph of 200+ concepts drives chapter sequencing, microsimulations, glossaries, quizzes, and prerequisite mapping.
Market Intelligence — Industry Landscape
Real-time strategic intelligence briefing mapping a trillion-dollar industry. Parallel web research, entity extraction, relationship mapping, and embedded SVG visualizations — built in a single terminal session.
IP Law — Portfolio Management
Knowledge graph of patent families, prosecution timelines, claim dependencies, and deadline chains. Replaces manual docket tracking with a traversable graph that surfaces upcoming deadlines and related prior art automatically.
Executive Research — Profile to Full Graph
Starting from a single LinkedIn profile, built a complete knowledge graph of an executive's domain: 16 entities, 27 relationships, 6 domains researched, 12 published sources — all in under 20 minutes.
Enterprise Enablement — SDLC/PDLC
Graph-powered coaching platform mapping the full product development lifecycle — methodology frameworks, decision gates, artifact templates, and competency models. AI coach reasons through the graph to give context-specific guidance.
Industrial Monitoring — Tank & Asset Management
Knowledge graph connecting IoT sensor networks, asset hierarchies, maintenance schedules, and alert thresholds. Enables multi-hop reasoning from a single sensor reading to upstream supply chain impact.
Private Academy — Admissions Pipeline
AI enrollment agent backed by a knowledge graph of programs, pricing tiers, scholarship criteria, and family profiles. Answers prospective parent questions with graph-grounded responses and routes qualified leads automatically.
We build part of your domain graph live on the call. The delta speaks for itself.