P
Policy before ranking
Exclude targets that violate retention, region, provider, privacy, or risk rules before cost is considered.
AI WORK ECONOMICS & GOVERNANCE
Prove what every AI task costs—and whether it was worth it.
ModelPilot filters execution targets by policy, selects an evidence-backed path, verifies the outcome, and connects measured execution cost to customer-confirmed value.
PolicyAllowed firstEvidenceVerified outcomesEconomicsCost to value
Task: Extract and approve invoice
Policy: zero retention · EU allowed
Path: plan → execute → verify
Measured cost: US$0.041
Outcome: verified
Confirmed value: US$12.00
Benefit / cost: 292.7×
Policy: zero retention · EU allowed
Path: plan → execute → verify
Measured cost: US$0.041
Outcome: verified
Confirmed value: US$12.00
Benefit / cost: 292.7×
Not a model router
An auditable decision for completed workValue proven
An auditable decision for completed workValue proven
THE EXECUTION DECISION ENGINE
Control the whole unit of AI work.
The model is only one execution target. The product is the decision, evidence, outcome, and economics around the task.
E
Execution paths
Choose direct, cheap-first escalation, or plan-execute-verify across models, tools, and human approval.
C
Cost truth
Record model, tool, repair, verification, and other measured costs for the complete task path.
V
Verified outcomes
Apply an explicit success contract so a provider response is never mistaken for completed work.
R
Realized value
Let the customer confirm business value from customer input, a system of record, or measured time saved.
L
Tenant evidence
Learn which execution paths work for each customer without pooling private outcome history.
THE COMMERCIAL PROOF
Cost per verified outcome. Value per successful task.
ModelPilot does not promise savings from token prices. It produces evidence that a selected workflow was allowed, completed, verified, and worth its measured execution cost.
Decision unitTask
Policy gateBefore ranking
Success gateVerified
Value statusCustomer confirmed
START WITH ONE WORKFLOW
Baseline. Execute. Verify. Attribute.
Define the work
Choose one repeated workflow, its success contract, policy constraints, business value, and maximum task budget.
Run an evidence set
Compare the fixed baseline and ModelPilot using the same cases, then capture the complete measured cost path.
Confirm the value
Attribute realized value only after verification and report quality, risk, cost, coverage, and ROI with clear limits.
PAID OUTCOME AUDIT
Do not buy the platform before it proves the workflow.
We configure one production-relevant workflow and deliver an evidence report your business can approve.
Discuss your first workflow →