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Public model intelligence
- Public cross-vendor rankings
- Historical model-performance records
- Change-point and drift incidents
- Model comparison
- Public API
- Provider-health information
Confidential acquisition opportunity
The independent market-intelligence layer for AI models
A live AI model benchmarking, drift-intelligence and routing platform with proprietary longitudinal data, validated organic demand and an operational paid product.
Founder-direct sale. Subject to due diligence and definitive agreement.
01Buyer thesis
Nearly one year of longitudinal model data, a measurable organic audience, paid-user validation and a production routing product are already assembled in one transferable asset.
Figures as of August 3, 2026 unless another period is stated.
02Market problem
Provider behavior can change after release. Static rankings capture one result at one moment, while regressions may become visible only after they affect production.
Teams need independent longitudinal performance intelligence: repeated execution, comparable histories and evidence of meaningful change over time.
AIStupidLevel turns repeated model execution into rankings, histories, change points and incident records that make those shifts visible.
03Product platform
A unique combination of continuous public benchmarking, drift intelligence, open verification and model routing creates a connected product and data platform.
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Six routing strategies
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04Proprietary data asset
Continuous data coverage spans August 8, 2025–August 3, 2026 across seven major AI vendors.
Historical drift data cannot be recreated retroactively. A buyer can rebuild software, but it cannot go back in time and reproduce the platform’s longitudinal record.
05Advanced evaluation data
Tool-calling and deep-research suites measure harder forms of model behavior than a simple high-pass-rate coding test. Their lower recorded pass rates create room to distinguish models and monitor change.
06Organic traction
Built organically without paid advertising or VC funding, the platform has established measurable reach across direct, search, referral, social and AI-assistant discovery.
Latest 30-day first-touch acquisition mix
07Registered-user growth
08Commercial validation
The production database and Stripe account show paid-user validation while leaving substantial room for commercial optimization.
Current subscription status and active MRR are available during buyer diligence.
09Smart Router usage
The benchmark-powered Smart Router is operating in production, with classified provider usage led by Anthropic. Current usage demonstrates technical operation without overstating market adoption.
10Expansion opportunity
The potential is to become the reference market-data layer for AI models — similar to what CoinMarketCap became for crypto assets. This is a future opportunity, not a claim of current market status.
The AI model-intelligence category is emerging and has no settled reference brand.
Revenue engine 01
Revenue engine 02
Revenue engine 03
11Acquisition package
Subject to buyer diligence and the final agreement, the proposed transaction includes the following asset groups.
Any transfer of personal data, user accounts or customer relationships will be handled subject to applicable privacy law, platform terms and the definitive acquisition agreement.
12Acquisition process
Qualified buyer enquiries
Qualified buyers can request the acquisition deck, supporting analytics and technical diligence materials directly from the founder.
The USD 100,000 asking price is indicative. Any transaction is subject to buyer qualification, due diligence, privacy requirements and a definitive acquisition agreement. Nothing on this page constitutes investment, financial or legal advice.