Human Review and Acceptance Control SystemOperated by Reality Contact, LLC

Human review controls for internal AI deliverables

Show reviewers the evidence, the hold condition, and the decision they own.

A secure intake produces a free review of one representative output. The fixed installation adds risk tiers, claim evidence, reviewer rules, holds, revision loops, escalation, approval records, ten calibration cases, and a buyer-controlled pilot.

Free representative output reviewSee the paid continuation
Example result

Internal output 18: review record

document
  1. Claim 04Supported / source currentThe reviewer can inspect the cited record.
  2. Claim 07Held / evidence absentThe workflow requests revision before progression.
  3. Risk tierTier 2 / named reviewerAutomation cannot replace the final reviewer.
  4. DispositionRevised / accepted by buyerThe accepted output and decision remain linked.
Example values show the acceptance record. Customer decisions depend on supplied evidence, risk rules, and accountable reviewers.

A plausible output can pass through an internal workflow without accountable acceptance.

The document may contain citations and polished language while hiding an unsupported claim, stale source, failed check, or inference that no reviewer consciously accepted.

A final approval button does not solve the problem when the reviewer cannot see the evidence, the risk tier is unclear, or the workflow can continue after a missing decision.

The free review shows unsupported claims, required evidence, reviewer authority, and final disposition.

The artifact separates supported, conflicting, missing, and unverifiable evidence for one real output and names the rule that should hold or route it.

The paid system applies those rules to three internal deliverable classes and proves them with ten calibration cases and a safe live pilot.

What comes back from the record

A finished review of one output identifies unsupported claims, required evidence, risk tier, accountable reviewer, hold condition, revision request, and final disposition.

Turnaround: The review arrives within two business days after one representative output, its source evidence, known error examples, and reviewer role are received.

Review one output, approve authority, install the gates, and run the pilot

  1. Review one output

    The free artifact maps claims, evidence, risk, reviewer, hold conditions, revision needs, and disposition.

  2. Approve the review model

    You confirm three deliverable classes, prohibited decisions, evidence rules, tiers, reviewers, escalation, and ten cases.

  3. Install the controls

    Evidence views, checks, prompts, holds, revision loops, alerts, and decision records are implemented.

  4. Retain final judgment

    You appoint accountable reviewers and decide which internal deliverables may enter production.

There is already a market for this work.

The links below show existing providers and public reports from people who have dealt with the same problem. A source supports only the statement printed beside it.

SourceBraintrust sells AI evaluation, scoring, tracing, datasets, experiments, and human review at a published monthly price.SourceLangSmith sells tracing and evaluation at a published per-seat price.SourceNIST's AI Risk Management Framework describes governance, measurement, and management functions for AI risks.ProviderBraintrust Pro: $249 per month, with evaluations, scores, traces, datasets, experiments, and human review.ProviderLangSmith Plus: $39 per seat per month, with tracing, evaluation, deployment, and a published base trace allowance.

Why the check is free

The review is free because Reality Contact, LLC is testing which internal AI deliverables have an actionable acceptance gap and whether one evidence view defines a bounded control installation.

Free representative output review

A finished review of one output identifies unsupported claims, required evidence, risk tier, accountable reviewer, hold condition, revision request, and final disposition. The review arrives within two business days after one representative output, its source evidence, known error examples, and reviewer role are received.

Do not send private links or files through this form. If the service fits, a person will reply with a secure intake method and written deletion terms before you share private material.

Operated by Reality Contact, LLC. Prices are in United States dollars, and each refund condition appears beside its paid package. This is technical workflow implementation and document preparation; it does not replace professional legal, compliance, privacy, security, editorial, or domain review. The system does not promise factual correctness, unbiased judgment, complete source coverage, or safe use outside the accepted internal deliverables and calibration cases.

Questions before you send anything

What do I send?

Do not send private or sensitive links, files, credentials, records, or documents through the public form. A person will provide a secure intake method and written deletion terms before private transfer.

What comes back for free?

A finished review of one output identifies unsupported claims, required evidence, risk tier, accountable reviewer, hold condition, revision request, and final disposition. The review arrives within two business days after one representative output, its source evidence, known error examples, and reviewer role are received.

Where does the service stop?

Reality Contact, LLC implements bounded review controls but does not make regulated or high-impact decisions, replace accountable reviewers, verify every source, provide legal advice, approve production, or operate review indefinitely. The buyer excludes prohibited decisions, appoints accountable reviewers, confirms evidence and risk tiers, retains every final decision, and approves which internal deliverables may enter production. This is technical workflow implementation and document preparation; it does not replace professional legal, compliance, privacy, security, editorial, or domain review.

Can this system review employment, credit, healthcare, or legal decisions?

No. Regulated, high-impact, and similarly consequential decisions are excluded from the fixed service.

Does the public form accept private outputs or evidence?

No. Send only a non-sensitive description. Outputs, sources, credentials, and reviewer records wait for secure intake and deletion terms.

Does an accepted case prove the output is correct?

No. The record shows the evidence and reviewer decision for the accepted workflow. The buyer retains factual, domain, legal, and production responsibility.

Free representative output review

A finished review of one output identifies unsupported claims, required evidence, risk tier, accountable reviewer, hold condition, revision request, and final disposition. The review arrives within two business days after one representative output, its source evidence, known error examples, and reviewer role are received.

Do not send private links or files through this form. If the service fits, a person will reply with a secure intake method and written deletion terms before you share private material.

Operated by Reality Contact, LLC. Prices are in United States dollars, and each refund condition appears beside its paid package. This is technical workflow implementation and document preparation; it does not replace professional legal, compliance, privacy, security, editorial, or domain review. The system does not promise factual correctness, unbiased judgment, complete source coverage, or safe use outside the accepted internal deliverables and calibration cases.

Operated by Reality Contact, LLC.

The customer excludes prohibited decisions, appoints reviewers, confirms evidence, and retains every final acceptance and production decision.

Refund conditions appear beside each paid price.

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