The system does not only ask whether a request has a key. It asks how the request is moving through trusted or exterior space, how far it drifts from policy, and when the path itself is suspicious.
Benchmark + GeoSeal sales surface
Run the eval. Show the weak spots. Sell the upgrade.
This lane turns SCBE from a theory stack into a public proof surface. The benchmark is not a generic prompt filter scorecard. It shows where a structural integrity system is stronger than a pattern recognizer, where it is still weak, and how GeoSeal fits into a sellable security story.
Benchmark truth
What this benchmark actually proves
The useful claim is not that SCBE "solves AI safety." The useful claim is that a semantic + geometric + consensus stack can outperform flat pattern recognition on the classes of attacks where execution integrity, tool abuse, and cross-surface behavior matter most, while also showing exactly where fusion is still required.
Practical read
The current eval surface separates three things cleanly: where the semantic backend already fixed false positives, where structural defenses are clearly stronger than a flat classifier, and where direct prompt-pattern attacks still need hybrid fusion before they should be sold as solved.
- 100% lanes: boundary exploit, combined multi, function calling abuse, tool exfiltration.
- 80% lanes: cross-surface, RAG injection, replay credential.
- 0% FPR is fixed, but direct override, prompt extraction, role confusion, and indirect injection still need stronger semantic fusion.
- Most important sales move: package the eval as a measurable sprint, not a universal theory claim.
- Best proof style: publish strengths, publish weak spots, publish the rerun after fixes.
GeoSeal lane
GeoSeal turns retrieval and access into a field problem
GeoSeal is the part buyers can understand once the benchmark earns attention. It reframes access and retrieval as geometry, distance, suspicion, quarantine, and safe interior paths instead of a flat allow-or-block list.
GeoSeal becomes easier to sell when framed as a retrieval and tool boundary layer: safer chunk selection, bounded access, suspicious-path slowdown, and visible governance rather than invisible handwaving.
The full concept is already documented. The public task now is to make it legible: one explainer, one demo path, one service angle, and one honest benchmark tie-in.
Demo surface
Each sellable idea needs a demo path
This is the practical bridge between research and money. A client should be able to click through one surface per concept instead of being told to trust a pile of internal documents.
Benchmark demo
Attack Radar
Visualize category-by-category detection behavior and show that this is a measurable evaluation system.
Decision demo Governance GateShow how risk, trust, and route decisions move through a control surface instead of a single keyword filter.
Physics demo 3D Harmonic WallMake the cost-scaling intuition visible for buyers who need to see why some paths get expensive fast.
GeoSeal-adjacent demo Risk CalculatorShow how changing intent, radius, and boundary conditions affects the decision surface under pressure.
Trust-tier demo AetherBrowser SurfaceTrust checks, governance chat activation, and a lightweight public view of the browser-side control ideas.
Signal demo Context FingerprintUseful for showing that the system is working with structured signal views, not just raw text labels.
Sellable lanes
What this site can actually sell now
Do not sell the whole architecture. Sell bounded outcomes with proof, reports, and reruns. These offers are the shortest path from this research surface to actual cash.
Offer 01
LLM Security Eval Sprint
Use this as the primary sales CTA
Fixed-fee evaluation + findings report
- Run standards-mapped benchmark categories against a client workflow.
- Deliver weak-point matrix, attack notes, and prioritized fix order.
- Rerun after fixes so the client sees movement, not just theory.
Offer 02
GeoSeal Boundary Review
GeoSeal source packet
RAG, retrieval, and tool-access boundary design
- Map interior versus exterior paths for a client's assistant or retrieval stack.
- Recommend quarantine, suspicion, and path-governance layers.
- Turn dense docs into one buyer-readable architecture note.
Offer 03
Grounded Assistant Build
See the research assistant surface
Notes/docs retrieval plus visible evidence
- Wire a narrow assistant over local docs, notes, or team knowledge.
- Keep sources visible and routing bounded.
- Use the benchmark to explain why governance is part of the build.
Offer 04
Local-First AI Cleanup
Use this when the pain is operational
Fast machine, sane backups, less sync garbage
- Recover storage, direct backups, and local working surfaces.
- Cut fragile sync-client dependence.
- Leave the client with a quieter, more defensible environment.
Next bounded move
Turn the benchmark into one report, one page, and one CTA.
The correct public posture is simple: publish the benchmark, publish the GeoSeal explainer, publish the demos, and sell a bounded sprint that starts with evidence and ends with a rerun. That is enough to make this lane legible.