AMPLIFY
Routes each request to the right open-weight model and enhances it with context, reasoning, and caching layers — frontier-comparable output from models you already trust.
INTELLIGENCE LAYER · OPEN-WEIGHT MODELS · ZERO DATA EGRESS
Frontier-grade intelligence.
Open-source economics.
Your perimeter.
SGT-Harness is an intelligence layer that amplifies open-weight models to frontier-comparable output — served from inside your network, or fully offline. One OpenAI-compatible endpoint. Every model you trust. Zero data egress.
Runs on open‑weight models onlyEnterprise IP stays containedAir-gapped by design
SGT HARNESS / AMPLIFYON
01 / THE PROBLEM
Your API bill is scaling faster than your intelligence.
Frontier token pricing grows with usage — every agent, every query, every integration multiplies cost. And with every call, your intellectual property leaves your perimeter. The frontier tax isn't just an added expense; it's a strategic leak.
02 / THE THREE PILLARS
Amplify. Afford.
Contain.
Three outcomes, one layer. SGT-Harness changes the economics of intelligence without changing your boundary.
AFFORD
66× cheaper* per token than frontier-class APIs — a 98.5% reduction on reference workloads.
CONTAIN
Your weights, your data, your perimeter. No egress. No telemetry by default. No exceptions. Deploy in your data center — fully offline-capable.
66×cheaper than frontier-class APIs
98.5%lower API spend on reference workloads
100%in-perimeter inference
*Illustrative figures, as of Jul 2026. Task-level parity on named evals; methodology on request. Actual savings vary with utilization and hardware.
03 / HOW IT WORKS
Three steps to
amplified intelligence.
- 01
Connect
Point SGT-Harness at any open-weight model — Llama, Qwen, DeepSeek, Mistral, Gemma, gpt-oss — local or cloud. One OpenAI-compatible endpoint; swap models without changing app code.
- 02
Amplify
The harness layer routes each request and enhances it with context retrieval, structured reasoning, and caching — the capability multiplier that closes the frontier gap.
- 03
Contain
Serve via API endpoint or deploy entirely on-premise. Inference runs inside your network — no egress, no telemetry by default, fully offline-capable.
REQUEST → HARNESS → MODELPRIVATE
04 / CHOOSE YOUR PATH
API service, or enterprise sovereignty.
Same harness — choose how you deploy it.
SGT grows and scales alongside your business — whichever path you choose.
API Endpoint Intelligence Service
For startups, developers, and rapid integration.
- Pay-per-token licensing
- Free investor API keys for evaluation
- OpenAI-compatible — hook into your existing workflow
- Swap models without changing code
Enterprise Solution
For organizations with IP protection requirements.
- Licensed deployment on your own servers
- Fully offline / air-gapped operation
- No egress, no telemetry by default
- Marginal cost approaches zero at scale
05 / THE ROI
Reduce your monthly API token cost by 98.5%.
Move the slider to your current monthly API bill. The figure after SGT-Harness licensing is what you keep paying.
PRESET EXAMPLE$1,000,000 → $15,000
Illustrative figure — 98.5% reduction and 66× cheaper are the same claim in two notations (1 − 1/66 ≈ 98.5%), on reference workloads as of Jul 2026. Simple bill comparison; excludes licensing, hardware, labor, utilization. Methodology on request.
YOUR CURRENT API BILL$500K / MONTH
After SGT-Harness licensing
98.5% reduction$7,500/ mo
98.5% reduction$7,500/ mo
You keep, every month$492,500
*Simple bill comparison only; excludes licensing, hardware, labor, utilization, and other deployment costs.
Don't just keep your alpha.
Grow it.
Try SGT-Harness now. Get your free investor API key — or deploy on your own servers and run the harness inside your perimeter, tonight.