Trust & standards

One AI feature. Every decision stays human.

AI can help prepare a first draft of public-profile text from sources already on the record. Everything else — status changes, medical and behavior interpretation, applicant decisions, publishing an organization-owned profile — is a human action, by construction. External listings remain source-owned and visibly attributed. Trust is not just a policy page. It is the product behavior: hold, review, source, approve, and record why.

Check if this fits your team See how human review stays in control

Ten behaviors a team can inspect.

The product should make its boundaries easier to see than the policy language describing them.

01Human decisions
02AI boundaries
03Review gates
04Source trail
05Unknown fields
06Public profile safety
07Applicant fairness
08Reviewed & dated
09Data and privacy
10Proof permission

AI can help with public-profile text

source-bound first draft only; a person edits and saves

People make the decisions

staff review profiles, applications, and placement calls

Never automated

no auto-placement, no auto-rejection, no pay-to-rank

Missing stays missing

unknown fields are not filled with guesses

Named review required

Nothing public without review. A real person is attached before publishing

External listing truth

Source records are not partner records.

WhiskerMatch keeps the line between its own records and outside listings visible. A sourced animal page is a temporary view of the source organization’s own record, not a claim that the organization uses or has been verified by WhiskerMatch.

Mode stays visible

Fixture records are labeled illustrative. Live-mode provider failure, missing configuration, and empty results have distinct states; none silently turns into demo inventory.

The source remains authoritative

Every accepted external record keeps its provider identity, source organization, source URL, update time, fetch time, and expiry. The provider's page is the place to confirm availability and inquire.

Staleness fails closed

Expired or disappeared records are not presented as currently available. Stable WhiskerMatch URLs explain a source withdrawal or provider outage instead of fabricating a replacement animal.

Public location is minimized

The discovery projection keeps only city, state, rounded coordinates, and explicit uncertainty. Street address, provider email, and provider phone do not cross the public adapter boundary.

What WhiskerMatch will never do

Trust starts with the lines that do not move.

Early teams should not have to infer the boundary from a policy page or trust a product demo on faith. These are operating constraints, stated plainly enough to inspect.

We do not auto-approve adopters.

An application can be organized for review. Approval remains a shelter or rescue decision.

We do not auto-reject people.

No model output closes an application or sends a rejection on its own.

We do not hide AI reasoning from reviewers.

Prepared work stays labeled, its source stays visible, and the reviewer can see what needs confirmation.

We do not pretend every animal is easy to place.

Unknowns, edge cases, and changing context are part of the record—not friction to erase from the story.

We do not turn adoption into a score alone.

A score cannot carry policy, lived observation, exceptions, relationships, or professional judgment.

We do not ask early teams to trust a black box.

The pilot begins with inspectable sources, named reviewers, visible holds, and a record of the final action.

We do not invent proof before real pilots exist.

No borrowed logos, implied customers, fabricated metrics, or testimonials written in advance.

Anti-black-box boundary

Special-needs animals never become a machine score.

Photos, care notes, medical sources, foster observations, and behavior context may help a reviewer understand the record. None of them gives AI authority over an adopter or placement.

AI does not approve adopters.
AI does not reject adopters.
AI does not make final placement decisions.
AI does not diagnose animals.
Photos are context, not decisions.
Medical and behavior notes require human interpretation.
Reviewers can override or stop prepared work.
Edge cases belong to accountable people.
Special-needs animals are never reduced to a score.
Uncertainty stays visible until a person resolves it.

AI governance

What AI does. What humans do. What we never automate.

AI does one thing in the product today: help prepare an organization-owned public profile draft from sources already on the record. Every other surface below is human-only, by construction, not by restraint.

SurfaceAI assistsHumans ownNever automated

Organization-owned public profiles
AI
Can help prepare a first draft of profile text, strictly from source facts already on the record
Human
Reviews, edits, and approves before anything publishes
Never
Never invents a fact not already on the record; never publishes without a human approval
External source discovery
AI
No AI involvement — provider records are minimized and normalized by deterministic code
Human
The source organization owns the listing and its adoption process
Never
Never relabels a source record as WhiskerMatch-reviewed, substitutes fixtures after a live failure, or claims stale availability
Animal status & lifecycle
AI
No AI involvement — status changes are a human-initiated action only
Human
Sets and changes every status, from intake through outcome
Never
Never changes automatically based on model output
Medical & behavior records
AI
No AI involvement — these are structured entries a staff reviewer records directly
Human
Authorized staff reviewer enters and interprets medical events, vaccinations, medications, and behavior observations
Never
Never diagnoses, prescribes, or gives medical or behavioral advice
Applications & adoption decisions
AI
No AI involvement in the applicant pipeline today
Human
Adoption coordinator reviews and decides every stage and outcome
Never
Never auto-rejects, auto-approves, or scores an applicant
Public adoption directory
AI
No AI involvement — the directory lists an organization's published profiles only
Human
Only profiles a human has published appear; nothing partial or unreviewed shows publicly
Never
Never accepts payment to change placement order — there is none to change

Essentials and partner offers are post-placement only — isolated from the placement surface

Prevents

Commerce nudging an adopter toward an animal or a shelter

See these boundaries in motion in the interactive product demo — each event shows what AI may draft and what a human must review.

When information changes

A record is not frozen the moment it is published.

Animals change. Intake notes get corrected. Behavior is re-observed. The point of one reviewed animal record is that change is tracked and visible — not silently overwritten.

New information arrives

A staff member, foster, reviewer, or adopter flags something — a medical update, a corrected age, a behavior change. The flag routes back into the queue with an owner, not into a comment that nobody reads.

The record is re-reviewed

A human reviews the change before it changes the public record. Medical and behavior content has a standing review cycle. Reviewed is dated, so a stale review is visible as stale.

The change is attributed

What changed, who changed it, and when is recorded on the record. A correction is a tracked event, not an invisible edit. The history travels with the animal.

Uncertainty stays honest

If something is no longer known with confidence, the field returns to unknown rather than holding a value that is no longer true. Unknown stays unknown — including after a change.

Data deletion & export posture

What we hold, what we don't, and how you get it back.

Stated plainly so it can be checked. This describes the posture, not a substitute for the written terms of a pilot agreement.

Pilot requests are received and stored, not just drafted

Submitting the pilot form at /pilot sends your answers directly to WhiskerMatch's database — it's not just an email draft prepared in your browser, though a direct mailto: to cazar-brandes@outlook.com remains available if you'd rather use that.

Deletion requests

A deletion request for a pilot request or a provisioned organization's data can be made by email to cazar-brandes@outlook.com and is handled by a person.

Product data export

For organizations in the pilot, structured export of your records is part of the pilot agreement. If you decide not to continue, your data leaves with you. No lock-in is the intended posture.

No quiet secondary use

Organization data is not sold, rented, or fed into a marketing or ad graph. The only AI processing in the product is the labeled organization-profile drafting feature, and only source facts a reviewer entered are sent. External provider listings are not sent to that feature.

This is the stated posture for an early, founder-led stage. The binding specifics — retention, export format, deletion timelines — live in the pilot agreement, not in marketing copy.

What “reviewed” means

Review is a process, not a stamp.

On WhiskerMatch, “reviewed” has a specific operational meaning tied to an organization-owned record, not an external provider listing or a public content network.

Who reviews

An authorized staff reviewer for medical and behavior entries; the assigned volunteer reviewer or adoption coordinator for a public profile. Each role can only do what it has been granted, not what it claims for itself.

What gets attached

Who made the change, when, and from what source — recorded on the record and in the append-only audit log.

What triggers re-review

A materially relevant foster check-in re-flags a published profile automatically. Staff can flag anything else for a reviewer at any time.

What it isn't

Not a stamp, and not AI output relabeled as human work. An organization-owned public profile cannot publish until a named reviewer clears it; nothing about that review is automatic. External source pages show provenance instead of claiming this review.

Lines that do not move

Platform-wide standards that aren't up for negotiation.

These apply to every surface of WhiskerMatch. They are enforced defaults, stated in public so behavior can be checked against them.

No pay-to-rank, ever.

No partner, brand, or advertiser can pay to change which animals appear first in an organization's public adoption directory. There is no paid placement anywhere in the product.

No fabricated animal facts.

If a detail isn't confirmed by the shelter's intake or a named reviewer, the field stays unknown. Unknown is a valid state.

AI drafts one thing. Humans decide everything.

The one AI-assist feature in the product helps prepare a first draft of public-profile text from sources already on the record. Every placement-level decision — adopt, foster, publish, reject, any status change — stays with a named human who knows the animal.

The shelter owns its record.

Organizations keep authority over how their animals are represented, which fields are public, and where their data goes. The platform doesn't override that authority.

Medical and behavior notes carry their source.

Medical events, vaccinations, medications, and behavior observations are attributed and dated on the record — who added them, when, and from what source.

No dark patterns.

No countdown pressure. No manufactured scarcity. No guilt copy. No default-opt-in tricks. The product treats staff and adopters as adults.

What WhiskerMatch is not

Three hard boundaries.

The principles above describe what the platform enforces. These three describe what it refuses to become — no matter who asks.

Not a veterinary authority.
WhiskerMatch does not diagnose, prescribe, or replace the veterinary relationship between a shelter and its clinic. Medical events, vaccinations, medications, and behavior observations are structured entries an authorized staff reviewer attaches to the record, dated and sourced. They are informational, not medical advice, and not a substitute for a professional clinical examination. If an animal is experiencing a medical emergency, contact a veterinarian or emergency clinic immediately.
Not a ranking auction.
No partner, brand, shelter, or advertiser can pay to change which animals appear first in an organization's public adoption directory. This is a platform-wide constraint, not a line item in a pricing tier.
Not a silent data extractor.
Organization and applicant records are not sold, rented, or quietly fed into a marketing or ad graph. What an applicant shares with a shelter stays between that applicant and that shelter.
Not an autonomous decision-maker.
WhiskerMatch does not use AI to make placement decisions, auto-reject applicants, or publish organization records without human review. The one AI-assist feature only prepares a labeled organization-profile draft; humans retain full authority and accountability for every decision that affects an animal's placement.

Founder-supported pilot

Bring one workflow and inspect the boundaries together.

Start with one workflow, named reviewers, attached sources, and no public change without human approval.

Talk through a pilot See the review flow