Vision paper
Make It Gluten Free
A proposed way to show how much evidence is available, what direction it points, and what remains unresolved—without manufacturing certainty.
Working model for examination, not a certification
Trust should be inspectable
“Make It Gluten Free” is a vision for organizing decision context. It asks what a future system could look like if every claim stayed tied to its source, scope, known controls, date, disagreements, open questions, and personal meaning.
This paper proposes a model for discussion; it does not claim that the model has been clinically validated or adopted as a standard. Its output would be a profile of available information—not a probability that a person will be safe.
Three answers, deliberately kept separate
A useful system should not compress different kinds of information into one color, badge, or verdict. The proposal separates three answers that a person may want to inspect.
- Evidence coverage
- How complete, current, and specific is the documentation attached to this exact item or place?
- Evidence direction
- Does the documented context support the narrow question, limit it, conflict, or remain unresolved?
- Personal status
- What has this person decided for themselves, based on their own needs and context?
A proposed staircase for evidence coverage
The staircase describes the completeness of the evidence record. Moving upward would mean that more of the relevant questions have current, traceable answers. It would not mean the food is safer, that risk has reached a known percentage, or that an outcome is guaranteed.
- 01
Sparse
Little current, item-specific documentation is attached. Important questions remain open.
- 02
Limited
At least one relevant source is present, but scope, freshness, or key preparation details are incomplete.
- 03
Developing
Several relevant answers are documented. Material gaps or source conflicts are still visible.
- 04
Substantial
Most core questions have attributable, current answers, with the remaining limits plainly shown.
- 05
Well documented
The core record is broad, specific, current, and traceable. This describes the record—not the food’s safety.
A record could move down as sources age, a formula changes, a location changes its process, or a conflict appears. “Well documented” is never permanent by default.
Coverage does not decide what the evidence means
A well-documented record may reveal supportive information, a limiting condition, mixed accounts, or a decisive unknown. A sparse record may contain one encouraging statement but still lack the context needed to interpret it. Coverage and direction therefore need different labels and different visual treatment.
Coverage asks
How much relevant evidence is attached, and can a reader inspect its scope, source, and freshness?
Direction asks
What does that evidence actually indicate about the narrow product, process, or place question—and where does it disagree?
What would determine a coverage level?
- Claim
- What exactly is being said?
- Scope
- Which product variant, location, process, market, or date does it cover?
- Source
- Who supplied the information, and can it be inspected?
- Controls
- Which production or preparation practices are actually documented?
- Freshness
- When was each part checked, confirmed, or superseded?
- Conflict
- Where do relevant sources or observations disagree?
- Unknowns
- Which decision-relevant questions remain unanswered?
- Change signals
- Has a formula, label, facility, menu, ownership, or process changed?
Personal experience keeps its own authorship
A person may record “Works for Me,” “Verify,” “Avoid,” “Want to Try,” or “Unknown.” Those statuses can be valuable later without changing the public evidence-coverage level or becoming a safety statement about anyone else.
“Unknown” is a valid result. A responsible tool should make uncertainty visible instead of replacing it with an unsupported answer.
The guardrails are part of the proposal
- No coverage level should be named or presented as a safety rating.
- No personal status should be converted into a universal product claim.
- No automated summary should erase a conflicting source or material unknown.
- No amount of documentation should be presented as diagnosis, treatment advice, certification, or a guarantee.
The ambition is not to manufacture certainty. It is to make the basis and limits of a decision easier to see.
Sources and scope
This vision is a Yakkie proposal informed by, but separate from, regulation, certification, clinical guidance, and individual care. The coverage levels are working language. Their questions, thresholds, and presentation require user testing plus clinical, legal, and accessibility review before use as an external benchmark.
For an example of an independent certification program and its own stated requirements, see the Gluten-Free Certification Organization. Yakkie does not imply endorsement by GFCO or the FDA.
Sources reviewed September 3, 2026
