CHILO AI REGISTRAR · HUMAN CONFIRMATION REQUIRED
Tell Chilo naturally.
AI organises the record.
Type messy notes or paste a WhatsApp message. Chilo builds a structured draft, checks obvious errors and duplicates, then sends it into an AI-assisted human review instead of forcing every person through a complicated form.
BUSINESSES•WORKERS•RUNNERS•TRANSPORT•PRODUCE•FOOTBALL•INFRASTRUCTURE•OPPORTUNITIES
ONE INTAKE · MANY CHILO RECORDS
Start with what you know.
Do not waste time forcing information into perfect boxes. Give Chilo the raw facts first. The cleaner separates facts, claims, missing fields and things that still need verification.
01
Capture. Paste text, type notes or add up to three useful photos.
02
Clean. AI extracts facts; normal code fixes phone formats and checks required fields.
03
Check. Existing Chilo records are scanned for matching phone numbers or names.
04
Confirm. A person reviews uncertain facts before anything is published.
CLEANED DRAFT
AI can organise it. A human still owns the truth.
Status: AI_CLEANED → NEEDS_CONFIRMATION
Checks before publication
Existing Chilo matches
CANONICAL RECORD
chilo.registration.v1
DATA GOVERNANCE
The AI is a cleaner, not the authority.
We keep cheap deterministic checks outside the model and spend AI tokens only where language or images actually need interpretation.
Every fact has an origin
User statement, photo observation, document text, field verification or official source. A claim is not silently upgraded into a fact.
Keep provenanceNormal code handles simple rules
Phone formatting, empty fields, duplicate contacts, required fields and lifecycle status do not need an LLM.
Save AI costUnknown stays unknown
No made-up prices, qualifications, coordinates, stock, opening hours, dealership status or years of experience.
Ask instead of guessingDraft before published
DRAFT → AI_CLEANED → NEEDS_CONFIRMATION → COMMUNITY_CONFIRMED → FIELD_VERIFIED → PUBLISHED.
Human gate staysNO API KEY?
The registrar still works.
Use “Clean without AI” to normalise obvious phone numbers, build a draft record, flag missing information and send the structured submission to Chilo for manual review.