Open calculation evidence
Make important calculations provable.
A number is not enough — you need to know how it was calculated. CalcFleet executes versioned formulas and issues portable VCC receipts showing the inputs, rules, sources and outputs behind each result.
The problem
A result without evidence creates friction.
Companies keep the final number but lose the exact combination that produced it — the formula, its version, the inputs and the data. When the result is questioned months later, the calculation has to be reconstructed by hand.
Disputed commission
- What happened
- A rep contests a payout months later. The spreadsheet that produced it has since changed.
- Why the current evidence fails
- Screenshots and email threads can't prove which formula, tiers and inputs actually ran that quarter.
- What VCC adds
- A receipt that pins the exact formula version, inputs and result — reproducible on demand.
Unexplained quote
- What happened
- A customer asks how a price was reached. The person who built the model has left.
- Why the current evidence fails
- The quote is a number in a PDF; the rules and source data behind it live in nobody's memory.
- What VCC adds
- The evidence travels with the number: the rule, the inputs, the data vintage and the output.
AI-generated financial answer
- What happened
- An assistant returns a figure inside a workflow that acts on it. Later, someone has to defend it.
- Why the current evidence fails
- A chat transcript shows the answer, not a checkable record of how the math was actually done.
- What VCC adds
- CalcFleet does the calculation deterministically and issues a receipt the answer can carry.
Before & after
From scattered evidence to a receipt.
Before
Evidence scattered across tools.
- Spreadsheet
- Screenshot
- Application log
- Manual explanation
After
Evidence the number carries with itself.
- Versioned formula
- Normalized inputs
- Deterministic output
- Signed receipt
- Independent verification
A worked example
A commission you can defend.
A tiered commission runs as a versioned formula. The VCC records exactly what produced the payout, so the figure can be checked independently later.
Formula
tiered_commission · 1.2.0- Contract
- Sales Commission 2026
- Revenue
- $84,300
- Tier 1
- 5%
- Tier 2
- 7%
- Adjustment
- −$250
VCC receipt
Illustrative exampleFormula resolved
tiered_commission, version 1.2.0 — the exact rule used.
Inputs intact
Revenue and tiers recorded byte-for-byte.
Signature valid
Signed by the declared key, unaltered since.
Key active
The signing key was in force at issue time.
Result reproduced
Re-running the formula returns $5,151.
AI interprets.
CalcFleet calculates.
VCC provides the evidence.
How it works
Define. Execute. Issue. Verify.
Define
A calculation is a versioned formula with declared rules — not a cell in someone's spreadsheet.
Execute
Run it deterministically through the web tools, the REST API or an MCP tool for AI agents.
Issue
CalcFleet issues a portable VCC receipt: the formula, version, inputs, data and output.
Verify
Anyone can check the receipt independently — signature, integrity and reproduction, separately.
Infrastructure
One engine, from formula to proof.
Open protocol
A receipt anyone can check.
VCC is an experimental open protocol — public specification, public schemas, an open-source verifier, published test vectors and documented governance. CalcFleet is its first reference implementation, not its owner.
- Public specification
- Public schemas
- Open-source verifier
- Published test vectors
- Documented governance
- Status: experimental
Bring us one calculation that is difficult to explain.
We will model it as a versioned formula and show how a VCC can make the result portable and reproducible.
Formula Lab
122 free calculators, each a tested formula.
Type to filter, or ask a question and let AI route you — the math is always done by the calculators, never by the model.
