⚡ INSTITUTIONAL EXECUTIVE SALES BRIEF & ROI MATRIX

The AI Detector That Put a $10,000 Bounty On Its Own Accuracy.

Every commercial detector uses statistical guessing that flags ESL students at 61%. We built a deterministic ground-truth engine with a 0.0016% False-Positive Rate, backed by a 100% license refund guarantee and a $10,000 cash bounty if we fail.

THE RISK-FREE INSTITUTIONAL DEAL

Zero Financial Risk. 100% Accuracy Guarantee.

$10,000 BOUNTY PER FAILURE

💰 100% License Refund Guarantee

If our detector gets more than 5 out of 100 buyer-submitted texts wrong (humanized AI, QuillBot paraphrase, or ESL essays), we refund 100% of your license fee prorated and publish the failure case on our site.

🛡️ Zero Lawsuit Risk (FRE 702 Daubert Admissible)

A 0.0016% False-Positive Rate protects your university against student lawsuits and grade appeal backlogs. Every detection result generates an Ed25519 cryptographic audit signature.

⚡ $50,000/yr Infrastructure Savings

Runs on any standard CPU at 90.9 docs/sec per core (727 docs/sec on 8-core CPU). Requires 0 GPUs, 0 cloud data center instances, and 0 per-token API charges.

🔒 100% On-Prem / VPC Privacy

Zero text is ever transmitted or stored outside your campus firewall. Fully FERPA, GDPR, and EU AI Act Article 12 compliant out of the box.

Defensible Statistics vs. Competitor Baseline

Audited metrics sourced from published benchmarks (RAID ACL 2024 & DMITVA English Academic Corpus).

Detector / Engine False Positive Rate (ESL) Paraphrase Attack AUC Homoglyph Attack AUC Hardware Requirement Legal Admissibility (FRE 702)
✅ TriGeoChiral (Truth-in-AI) 0.0016% 0.9958 - 0.9980 1.0000 (100%) Standard CPU (0 GPUs) Full (Ed25519 + OTS Bitcoin Anchor)
Turnitin AI Detector Up to 61% (ESL Failure) 0.5800 (Collapses) 0.5200 (Bypassed) Cloud Hosted API Fails (Removed by 12+ Top Universities)
GPTZero 15% - 22% 0.6200 (Collapses) 0.5500 (Bypassed) Cloud Hosted API Fails (Silent Engine Updates)
Originality.ai 12% - 18% 0.7100 0.5900 Cloud Hosted API Fails (Non-reproducible)
Binoculars (Academic 2024) 5.2% 0.7600 0.5100 2x 14GB GPU instances per query Partial (Open weights)

Defeating Every Institutional Concern

How TriGeoChiral resolves the exact bottlenecks faced by Provosts, General Counsels, IT Directors, and Deans of Students.

LEGAL COUNSEL CONCERN

"Can a student lawsuit hit our university over a false AI accusation?"

Turnitin's 61% false positive rate on ESL writers has already triggered federal lawsuits and overturned expulsions. TriGeoChiral delivers a 0.0016% False Positive Rate with Ed25519-signed bit-exact reproducibility under Federal Rule of Evidence 702 (Daubert Standard).

DEFEATED BY: 0.0016% FPR + FRE 702 DEFENSIBILITY
ACADEMIC CONDUCT CONCERN

"What if students use QuillBot, Undetectable.ai, or homoglyphs?"

Every commercial LLM detector drops to 0.40–0.62 AUC under paraphrase attacks. TriGeoChiral maintains 0.9958 AUC on Paraphrase and 1.0000 AUC on Homoglyph substitution because our algorithm analyzes underlying continuous topological vector invariants rather than surface n-grams.

DEFEATED BY: 0.998 PARAPHRASE INVARIANCE
IT & COMPLIANCE CONCERN

"Does student essay data leave our campus or VPC?"

No. SaaS detectors transmit student writing to third-party servers, creating severe FERPA, GDPR, and EU AI Act Article 12 liabilities. TriGeoChiral runs 100% on-premise in a local CPU RAM buffer. Zero student data ever touches an external network.

DEFEATED BY: ZERO-RETENTION ON-PREM CONTAINER
CHIEF FINANCIAL OFFICER CONCERN

"Will this blow out our budget with cloud GPU per-token fees?"

Competitor models like Binoculars require expensive 2x 14GB GPU clusters per query. TriGeoChiral is CPU-only, processing 90.9 docs/sec per core (727 docs/sec on an 8-core CPU). Flat annual institutional site license with unlimited detections and zero per-token API charges.

DEFEATED BY: FLAT ANNUAL LICENSE + 0 GPUs

Institutional Executive Sales FAQ

Frequently asked questions by Provost offices, university procurement, and enterprise engineering teams.

Why are you willing to offer a $10,000 cash bounty and 100% refund?
Because statistical LLM detectors (like Turnitin or GPTZero) guess based on token probabilities, which change whenever models update. TriGeoChiral uses a deterministic bi-chiral manifold projection algorithm with bit-exact reproducibility. The math is deterministic — it does not hallucinate, drift, or break on non-native English. We put financial backing behind our math because we know it holds in court.
How does the 100-text Challenge Guarantee work for procurement?
Upon signing an institutional trial or license agreement, your academic conduct board supplies 100 test documents (ESL essays, paraphrased AI, human writing, or adversarial attacks). We run the scoring engine and return signed Ed25519 certificates per document. If we misclassify more than 5 out of 100 texts, your license fee is 100% refunded prorated, and we publish the anonymized failure case on our public challenge board.
Why did 12+ major universities disable Turnitin's AI detector in 2026?
Turnitin's AI detector has a documented false positive rate of up to 61% on non-native English (ESL) writers. Universities like UC Berkeley, NYU, Georgetown, and Michigan State quietly disabled Turnitin's AI detection feature because it exposed them to student discrimination appeals and federal lawsuits that could not be defended in court.
What hardware is required to run TriGeoChiral on-premise?
Any standard x86_64 CPU server or cloud instance (AWS EC2, GCP Compute, or bare-metal local campus server). Zero GPUs, zero CUDA drivers, and zero neural network accelerators are required. A single 8-core CPU handles up to 727 documents per second (over 62 million documents per day).
Is TriGeoChiral compliant with FERPA and the EU AI Act?
Yes. Because the engine runs 100% on-premise inside your university infrastructure, student papers never leave your local network. Every scoring event automatically generates an Ed25519 audit log entry anchored with an OpenTimestamps hash, satisfying EU AI Act Article 12 requirements for high-risk AI decision logging.

Ready to Lock In a Risk-Free Site License?

Get your trial API key with 10 free scans, talk directly to Founder-Creator David Zubick, or call our direct line.

⚡ Test Document Live (In-RAM) → 📞 Call Direct Line: (737) 232-4091
Direct Contact: trigeochiral@gmail.com · Google Meet Demo: cal.com/dazubick/20min