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    NF-CCommercial stateAvailable when qualified

    Bounded service

    Research & Benchmark Partnership

    Turn one important uncertainty into a pre-agreed experiment that a decision owner can act on and a reviewer can inspect.

    StateAvailable when qualified
    Duration6–12 weeks
    CloseAccept · remediate · extend · stop

    Your starting point

    A problem worth resolving.

    This is a fit when

    • A material local-AI, model-systems, evidence, or deployment uncertainty
    • An industry owner and method/domain reviewer willing to freeze the protocol
    • A decision whose value remains real if the hypothesis fails
    • A bounded study with inspectable data, rights, baseline, and compute
    When another approach is a better fit
    • A sponsor requiring a positive outcome or suppression of failed runs
    • An undefined request to build a frontier or general-purpose model
    • No qualified baseline, isolated holdout, lawful rights, or decision owner
    • Indefinite tuning after claim-bearing holdout exposure

    The useful output

    What you take away.

    • 01Experiment charter, frozen protocol, baseline, and all-outcome action tree
    • 02Rights, ethics, disclosure, environment, and data/model identity records
    • 03Complete run, failure, deviation, and holdout-access ledger
    • 04Analysis pack and independent or partner review
    • 05Industry decision record and an approved public pack only when separately authorised

    Working together / 6–12 weeks

    From your question to a decision.

    1. 01Form the partner cell and qualify the question, rights, decision, and compute.
    2. 02Freeze the protocol, baseline, holdout, thresholds, analysis, and outcome tree.
    3. 03Run bounded scouts only as declared, then execute the confirmatory plan.
    4. 04Preserve runs, failures, deviations, resource use, and review objections.
    5. 05Deliver the analysis and continue, redesign, or stop decision.

    What we need to begin

    • One material question with an owner who will act on every possible result
    • A qualified baseline, representative data, isolated holdout, and lawful rights
    • Method/domain authority and an independent review path
    • A bounded compute, time, rerun, and disclosure budget
    • Agreement that failures and negative outcomes remain in the record

    Scope and handover

    A decision you can act on.

    Customer work is controlled by a signed statement of work. Public pages provide information and do not create a service commitment.

    Acceptance conditions
    • The pre-agreed protocol, baseline, rights, environment, and outcome rules remain intact.
    • Required runs, failures, deviations, and exclusions are preserved in the ledger.
    • Independent or partner review records material objections.
    • The final pack supports an explicit continue, redesign, or stop decision—even when the result is null or negative.
    Scope and limits

    One question, one controlled protocol, one decision. No open-ended R&D programme, guaranteed positive result, or automatic product-performance claim.

    A controlled experiment is not a positive performance promise, product pilot, or proof of generalisation beyond its protocol.

    Offer source and review record

    Questions

    Before you enquire.

    Can a negative result be successful?

    Yes. A valid null or negative result that resolves the decision is a successful research delivery.

    Why is this offer qualified?

    The question, protocol, rights, partners, compute, and decision value must qualify before a scope is offered.

    Does every partnership test ERAIS?

    Only when the approved protocol makes ERAIS relevant. NF-C can address broader local-AI and evidence questions.

    Next step

    Bring one decision worth resolving.

    Tell us what is getting in the way, the outcome you want and your timeframe. A short description is enough to begin; leave sensitive material out of the first message.