Public Calibration Validation

Legal software for consumers, solo practitioners, small law firms, small businesses, and independent workers needs innovation. Legacy giants build complex enterprise extraction machines that lock people out. Our tools make legal, regulatory, compliance and technology faster, more affordable, and more impactful.

Want to see one of our lighter products in action now? Klaritee Focus brings a small portion of the broader architecture into a practical product you can use today.

SEE KLARITEE FOCUS

CHARTER COUNCIL

Apply to lead with us.

The Charter Council is the inaugural team of legal practitioners helping shape the deterministic standard for contract wisdom. Members will work directly with Resonance Labs to validate detector accuracy, push back on calibration decisions, and represent the practitioner voice in how this engine evolves. We are looking for top attorneys and innovators in contract-heavy practice who believe legal-tech should be defensible, reproducible, and built with practitioners at the table.

APPLY

FOUNDING FIRMS

Two firms. Engineered with us at inception.

2 FOUNDING FIRMS

We are selecting two law firms to become the founding legal partners of Resonance Labs. The arrangement is intentionally simple. Your firm works directly with us as the contract systems evolve. You give us practitioner insight, challenge what needs challenging, test what is useful, and help us understand where legal teams actually need better tools.

In return, your firm receives full access to the Resonance Labs legal tools at no cost for as long as we remain partners, along with early access to new capabilities, direct access to our team, and a meaningful voice in what gets built next. There is no consulting obligation, no required hours, and no hidden commercial arrangement. When your attorneys have time and something worth contributing, we work together.

We are looking for firms that want a long-term relationship and believe the legal profession should have a direct hand in shaping the systems being built for it.

BECOME A FOUNDING FIRM

RESEARCH PURPOSE

Let people inspect the results.

Public Calibration Validation is being designed as an open evaluation community for Resonance Labs contract systems. The objective is simple, expose the determination, expose the supporting information, record disagreement, and improve the system from observed results.

The public release will be built around measurable findings, reproducible evaluations, and visible corrections.

PUBLIC DECLARATION

We the people of Legal Tech Software,

in order to form a better product, establish validation, calibration, deterministic transparency, provide for the common defense, promote the general participation, and solidify the market of evidentiary contract Compliance & Governance for all communities.

WHAT WILL BE MEASURED

Accuracy

Was the determination correct against the reviewed source material?

Consistency

Does the same information produce the same determination when the evaluation is repeated?

Evidence

Can every finding be traced to the exact information that caused it?

Calibration

Where do findings, severity, or evidence relationships need to be corrected or refined?

Research

Determinism is engineered through structure, intense failure, torture trials, maniacal modifications, new schemas, and unique Logic Standards. RESEARCH →

CONSUMER CONTRACTS

Contract software for consumers: Deterministic Certainty vs. Probabilistic AI

The Open Consumer Market: For the first time, consumers, small businesses, and independent workers can access engineered, mathematically locked software for General contracts, MSA's, NDA's, SaaS License, Non-compete, and Vendor/Procurement agreements.

Zero-Hallucination Guardrails: Unlike mainstream B2B legal bots that rely on probabilistic AI (which guesses the next word and can introduce hidden liabilities), Resonance Labs operates on a strictly deterministic engine. What you lock in is mathematically guaranteed to execute exactly as written.

The Permanent Verification Ledger: Every contract generates an immutable, tamper-proof SHA-256 hash. Anyone can instantly verify the integrity of the agreement, its character-offset source anchoring, and its execution logic without paying an intermediary.

CONTRACT VERIFICATION LANDSCAPE

What Resonance Labs exposes that the leading legal AI contract platforms do not publicly offer.

Comparison based on publicly documented contract-product capabilities. Funding reflects publicly reported financing to date. A dash means no public equivalent was identified for the specific capability listed.

CAPABILITY	RESONANCE LABS	Harvey	Legora	Spellbook	Clio	LegalOn
Funds raised	$0	$1.55B	$866M	$121M	$2.14B	$200M
Free ongoing public contract verification	✓	—	—	—	—	—
Deterministic core review with no LLM required in the evaluation path	✓	—	—	—	—	—
AI optional for conversational explanations and contract Q&A.	AI NOT REQUIRED	—	—	—	—	—
Same input produces the same output	✓	—	—	—	—	—
SHA-256 verification receipt generated for every analysis	✓	—	—	—	—	—
User-visible input hash	✓	—	—	—	—	—
Separate user-visible integrity hash	✓	—	—	—	—	—
Engine version stamped on every result	✓	—	—	—	—	—
Exact character-offset source anchors	✓	—	—	—	—	—
Full raw engine diagnostic exposed to the user	✓	—	—	—	—	—
Visible tolerance profiles and scoring mechanics	✓	—	—	—	—	—
Separate deterministic detector and integrity evaluation streams	✓	—	—	—	—	—
Automatic verification package from one run	✓	—	—	—	—	—
Receipt of Verification	✓	—	—	—	—	—
Certificate of Verification	✓	—	—	—	—	—
Report of Findings	✓	—	—	—	—	—
Redline Report	✓	—	—	—	—	—
Machine-readable JSON diagnostic report	✓	—	—	—	—	—
Public calibration participation and challenge process	✓	—	—	—	—	—

PUBLIC VALIDATION MODEL

Run it.

Inspect it.

Challenge it.

Improve it.

Evaluate a contract through the deterministic contract system.

Inspect the finding and the exact information connected to it.

Confirm, dispute, or identify what the system missed.

Use recorded results to refine detectors, evidence relationships, scoring, and severity.