Food data that’s ready for your LLM — not just a scrape
AI teams don't want messy HTML — they want clean, labelled, deduplicated data with provenance. We deliver food & retail datasets structured for fine-tuning, RAG and AI agents, in the formats your stack expects.
Garbage in, hallucinations out.
A model is only as good as its data. Raw scrapes are noisy, duplicated and unlabelled. We deliver clean, structured, provenance-tracked food datasets so your GenAI builds on solid ground.
Datasets built for fine-tuning, RAG & agents.
Structured & labelled
Clean, typed, schema-validated records — no raw HTML, no noise.
Fine-tuning & RAG ready
JSONL, Parquet and embeddings-friendly formats for your pipeline.
Deduplicated & QA'd
Multi-pass cleaning removes dupes, junk and broken fields.
Full provenance
Source URL and timestamp on every record for trust and audit.
Refreshable corpora
Keep training data current with scheduled refreshes.
Compliant sourcing
Public data only, GDPR/CCPA-aligned, with licensing terms in writing.
Where this is most in demand — and covered live.
Multilingual, multi-market corpora for AI teams building globally:
+ 40 more markets on request — tell us yours.
From request to live feed in days.
Tell us the targets
Share the competitors, platforms, regions and fields you care about.
We build & QA
Anti-block extraction plus two-pass QA, refreshing on your schedule.
Feed your stack
JSON, CSV, API, alerts or a live dashboard — with change alerts built in.
GenAI / LLM-ready datasets — your questions.
What formats do you deliver AI-ready data in?
JSONL, Parquet, CSV and via API — structured and labelled for fine-tuning, RAG pipelines and AI agents.
Is the data cleaned and deduplicated?
Yes — multi-pass QA removes duplicates, junk and broken fields, and every record is schema-validated.
Do you provide provenance for training data?
Yes — source URL and timestamp on every record, so your data lineage is auditable.
Can the corpus be refreshed over time?
Yes — datasets can be refreshed on a schedule so your models train on current data.
Is the data licensed and compliant?
It's public-data-only, GDPR/CCPA-aligned, delivered with clear written licensing terms.
Other trends teams are tracking this quarter.
Get a free sample for "GenAI / LLM-ready datasets" — in 48 hours.
Send us your platforms and markets. We'll return a working sample so you can see the quality before you commit.
