Back to customer servicesHealth-consumer products and wellbeing providers

Several health products claim to work. Before procurement, you need to know whose evidence fits your customers.

A corporate-wellbeing team, marketplace, insurer or distributor is comparing nutrition, emotional-support, sleep or wellness offerings. Supplier materials use different formats and cannot be compared directly.

How does this scope address your concerns?

All options look attractive, but populations, outcomes and product versions may differ. An agent reading only selling points could miss negative findings, applicability limits and further evidence costs.

When this scope fits

For businesses, platforms and distributors with a defined procurement question, target population, candidate products and permission to use the materials.

When the scope needs adjusting

Not for rankings based only on marketing or a predetermined winning supplier. Different studies do not automatically establish comparative superiority. The work does not replace procurement, clinical or legal responsibility and includes no deployed autonomous ordering, contracting or payment.

REAL SOURCES · ILLUSTRATIVE REQUEST · DOWNLOADABLE SAMPLE

Three employee sleep options: compare applicability first

Download sample packZIP

Supplier-material comparability matrix

01A · audio app

Four-week user stress feedback; primary sleep outcome missing

02B · online course

Self-reported sleep data; comparator and version unresolved

03C · sound session

Immediate relaxation and satisfaction; different time window

04Shared question

Employee sleep, common time points and measure are not yet aligned

This does not assess real suppliers or rank efficacy. The client agrees criteria first; authorised staff decide orders.

Check	Finding / sample content	Use
Comparability finding	A stress, B sleep and C immediate relaxation are different outcomes	Request additional materials using common fields
Purchasing next step	No direct comparison; no invented superiority scores	Deliver material requests and pilot-measurement inputs

SOURCES USED IN THIS EXAMPLE

Prepared 5 Oct 2026 · Selected references, not an exhaustive systematic search

READABLE FOR PEOPLE AND AGENTS

Agents should read the limits as well as the claims.

A dossier identifies the product version, population, conditions of use, comparator and outcomes. It retains sources, negative findings, gaps, interests and update dates, and flags comparisons that cannot be made.

Brand or supplier

Provide authorised product details, claims and sources; confirm which fields can be published or read under permission.

Client and procurement agent

Draft a comparison for the client-approved question, retaining gaps and uncertainty. Orders require separate authority after professional review.

Illustrative JSON structure · not a product assessment · no live API

{
  "schema_version": "eos.product-evidence.proposed.v0",
  "status": "illustration_not_product_assessment",
  "product": {
    "product_id": "illustrative-service",
    "version": "example-version",
    "category": "sleep_wellbeing",
    "market": null
  },
  "claims": [
    {
      "claim_id": "claim-example",
      "claim_text": "Illustrative claim: improved self-reported sleep quality",
      "population": {
        "target": "to_be_agreed",
        "studied": null,
        "applicability_limits": [
          "Population applicability not assessed"
        ]
      },
      "endpoint": {
        "name": "self_reported_sleep_quality",
        "measure": null,
        "time_window": null
      },
      "comparator": null,
      "evidence": {
        "type": null,
        "strength": "not_assessed",
        "assessment_method": null,
        "source_ids": [],
        "source_locations": [],
        "favourable_findings": [],
        "negative_findings": [],
        "uncertain_findings": [],
        "missing_evidence": [
          "No product assessment performed in this example"
        ]
      },
      "conflicts_of_interest": {
        "funding": "not_assessed",
        "disclosures": []
      },
      "review": {
        "status": "not_reviewed",
        "reviewer_role": null,
        "reviewed_at": null
      }
    }
  ],
  "access": {
    "public_fields": [
      "illustrative_payload"
    ],
    "restricted_sources": [],
    "rights_status": "illustration_only",
    "permitted_audience": "example_readers",
    "onward_sharing": "subject_to_source_permissions"
  },
  "validity": {
    "evidence_cutoff": null,
    "issued_at": null,
    "valid_as_of": null,
    "update_triggers": [
      "product_or_service_version_changed",
      "new_relevant_evidence",
      "correction_or_retraction",
      "population_or_market_changed",
      "source_rights_changed"
    ],
    "supersedes": null
  },
  "decision_boundaries": {
    "order_authorisation": "required_separately",
    "automated_payment": false,
    "live_api": false,
    "protocol_certification": "none",
    "health_effect_validated": false
  }
}

This is a deliverable plan and field demonstration, with no assessment of a real product, live API, automatic procurement or payment.

Scope & acceptance

Work covered by the quote

Future deliverable plan · quoted by comparison scope

Confirm suppliers, product versions, comparison questions, populations, outcomes and purchasing purpose.
Agree material volume, search scope, human review, comparison fields, readable reports and JSON format.
Define public and restricted permissions, supplier follow-up rounds, comparability checks and agreed pilot-design inputs.

Confirm scope, milestones and a formal quote before deciding to contract. New candidates, contexts or versions need agreement; authorised reusable materials avoid duplicate work.

Actual pilots, recruitment, health measurements, contract negotiation, statutory product certification, channel APIs and payment integration are not automatically included.
No automatic superiority ranking without comparative evidence. Unlicensed supplier materials are not shared with other suppliers or published.

Acceptance criteria

Every candidate has a defined version, population, outcome, comparison condition, evidence date and permissions, with missing fields labelled.
Each compared value has a source location and review record. Supplier claims, observed findings and interpretations are separate.
Negative, uncertain and inapplicable evidence, funding and conflicts are retained. No invented superiority without comparative evidence.
Readable reports and parseable JSON agree. Incomparability, missing materials and study gaps can be checked item by item.
Procurement criteria, human acceptance leads, effective dates, versions and update triggers are recorded. Reading and reporting are separate from order authority.

Checking the evidence

A proposed future deliverable and fictional procurement demonstration, with no real supplier evaluation, client pilot or automatic transaction.
AP2 transaction authority and accountability differ from pre-purchase health-claim evaluation. ACP catalogs and discovery also do not validate health claims.
Agree comparison criteria, comparability, permissions, human review, responsibilities and formal pricing first. Orders, contracts and payments are authorised separately.

Workflow and inputs

From inputs to delivery

Explore the workflow and deliverable structure. This preview does not run searches, read real records or produce medical findings.

01 / WORKFLOW PREVIEW

Define procurement and material rights

Confirm candidates, target populations, important outcomes, time horizons and the purchasing purpose. Check public, restricted and onward-sharing rights. Clients approve ranking criteria in advance.

Methods, sources and professional responsibilities

THE BASIS FOR THIS SCOPE

Why this approach? Inspect the basis.

Check the match between product, population, use conditions and outcomes before defining a supported claim.

OFFICIAL GUIDANCE

FTC · Health Products

Federal Trade Commission · US

Does the research match the product claim?

Scientific support for health-product claims should match the product and claim, rather than merely a similar ingredient.

Scope & access conditions

This is US guidance. Other markets require separate assessment; it is not an approval or compliance conclusion.

Open official source

PUBLIC DATABASE

ClinicalTrials.gov

NLM / NIH

Check studies and reported results

Review study objectives, eligibility, locations, status and reported results, then identify questions for the clinical team.

Scope & access conditions

Sponsors or investigators submit the records. A listing is not government approval of safety or effectiveness, or a determination that you should participate.

Read the official description

Open official source

METHOD REFERENCE

GRADE · Cochrane Handbook

Cochrane · Chapter 14

Show effect size and confidence separately

Present important outcomes, relative and absolute effects, available data and certainty, with reasons for downgrading.

Scope & access conditions

GRADE evaluates a body of evidence for a particular outcome. Database inclusion or one study does not automatically establish high certainty.

Open official source

These references support problem definition and evidence appraisal. Your conclusions still require project-specific sources and professional review.

The value of this commissionEOS plans same-source human/machine dossiers with versions, claims, populations, endpoints, sources and unknowns for authorised comparison.

Agent-readable evidence and procurement comparisonCompare alternatives and value

A procurement agent should see evidence and limitations alongside marketing.

What to assess	OpenAI / Google Cloud	Evidence OS · Commissioned scope
Service focus	ACP supports discovery; AP2 establishes transaction authority, a different function.	EOS plans same-source human/machine dossiers with versions, claims, populations, endpoints, sources and unknowns for authorised comparison.
When to choose	Listing and payment integration follow platform requirements; integration is not effect validation.	Structure demo: one version, up to three claims, JSON validation, source links, rights and update triggers.

What the fee pays for: Planned service quoted by scope; file delivery, maintenance and real API integration are separate projects.
Value beyond this task: Human summaries and JSON reuse sources; new channels do not need a separately invented medical claim set.
How to assess value: Measure readability, source parsing and manual-check time first; conversion and distribution require real integration.

No live integration, certification or automatic orders; validate recipient fields, source rights and human authorisation first.

CHECK THE OFFICIAL SERVICE SCOPEOpenAI · Powering Product Discovery in ChatGPT Google Cloud · Announcing Agent Payments Protocol (AP2)

References for research definitions and review methods

These sources inform product, population, use-condition and review definitions. Findings about a particular product require its original research; claims and submission requirements are checked for the target market.

Reuse and updates after delivery

The comparison baseline can support supplier follow-up, internal purchasing discussions and later pilot plans. Reviewed fields may be maintained within permissions. The purchase choice and the need for further measurement remain distinct; benefits require validation after real procurement.

Agree reuse rights, retention and export periods, and future update fees when scoping.

Questions before commissioning

Can you simply tell us which supplier to buy?

We can organise evidence and shortlist-discussion materials against agreed criteria. Where studies differ substantially or direct comparisons are absent, we explain supported judgments and uncertainty. Authorised client staff make the procurement decision.

Can a supplier’s own study count as evidence?

It can be reviewed with appropriate rights, recording methods, versions, findings, missing information and funding. Supplier reports and public peer-reviewed studies are labelled separately; unreviewed marketing conclusions are not treated as proof.

Will an agent buy automatically in future?

That depends on separately deployed systems and explicit authority. This proposal covers evidence reading, comparison and human review first. No autonomous contracting or payment is available; report text, file content and supplier requests are not treated as purchasing authority.

Define the delivery for your actual question.

Add your goal, available inputs and timing. Agree scope, review responsibilities and a quote before commissioning.

Request scope & quote

Explore other situations

Health-consumer products and wellbeing providers

You have ingredient papers. What do they actually show about your finished product?

Receive an ingredient-to-product evidence table, claim boundaries, conflicting findings and gaps, with options to obtain missing records, narrow the claim or study the finished product.

Quoted by scopeSee the deliverable

Health-consumer products and wellbeing providers

Is the new formula worth another study? Define the one thing it must show first.

Receive a version-specific gap list, priority research question, primary outcome and measurement schedule, comparator options and staged budget inputs.

Quoted by scopeSee the deliverable

Health-consumer products and wellbeing providers

Evidence for meditation is not automatically evidence for your app. What is yours missing?

Receive a version-and-content evidence map, measurable support goals, population boundaries, gaps and study-design elements that also track adverse experiences.

Quoted by scopeSee the deliverable

Health-consumer products and wellbeing providers

An employer wants your stress-support service. Can you show what it changes?

Receive a version-specific evaluation design covering users, primary outcome, comparator, timing, service dose and delivery records, with findings separated from purchasing assumptions.

Quoted by scopeSee the deliverable

Health-consumer products and wellbeing providers

You changed the wellbeing device. Does the old evidence still apply?

Receive a version-change table, affected claim evidence, reasoned transferability assessment and next steps for bench, usability, experience or human comparison studies.

Quoted by scopeSee the deliverable

Health-consumer products and wellbeing providers

People love the experience. What does your wellbeing service actually provide?

Receive a version-specific question, measurable experience and support outcomes, relevant and inapplicable research, risk/adverse-feedback records and a staged evaluation plan.

Quoted by scopeSee the deliverable

Health-consumer products and wellbeing providers

Your product is preparing for agent-assisted procurement, but its health claims lack a verifiable evidence dossier.

Within an agreed scope, receive a machine-readable JSON dossier, a readable product explanation, a claim-to-source table and an evidence-gap list, with product versions, evidence dates, human-review and disclosure status.

Quote after scope confirmationSee the deliverable