Vertical search and answer endpoints
Court opinions and dockets, filings and transcripts, provider directories and property listings, delivered with a date and a source on every field.
Web data for search and answer APIs
4.8 /5
4.8 /5Fully managed web scrapingfor search and answer APIs.
Forage AI builds and runs the extraction pipelines behind web search, answer and web-data APIs, so every query your customers run finds a complete, current answer. Deep portals, JavaScript-rendered pages, document archives and the long tail in any language, delivered in your schema at 99.7% field accuracy.
500M+
Websites crawled
99.7%
Field accuracy
Real-time
To weekly, set per source
12+ yrs
Pipelines in production
Sample schema
Any source, any fields, delivered in your schema.
Pages arrive as records shaped to the fields your search, extract and research endpoints already return, with the provenance your customers ask about: who verified each value, when, and what changed since the last run.
Page and document
- Canonical URL and page ID
- Title and description
- Full text, markdown or HTML
- Published and last-modified dates
- Author, publisher, language, country
- Page type and crawl depth
Entities, resolved
- Company: domain, HQ, headcount, funding
- Person: title, employer, profile links
- Place: address, hours, phone, rating
- Product: SKU, price, availability, seller
- Event: type, date, actors, sources
- One resolved entity ID across sources
Vertical fields
- Filings: form type, filer, period, exhibits
- Court opinions: court, docket, date, citation
- Providers: identifier, specialty, affiliations, licence status
- Listings: price, status, agent, parcel
- Regulatory notices: agency, action, effective date
- Any field your product needs, on request
Provenance and verification
- Source URL and collected-at timestamp
- Last-verified date
- Verification method: automated, human review, agentic call
- Field-level confidence score
- Change history per field
- Coverage status per source
Refresh and delivery
- Refresh rate per source, real-time to weekly
- Change events with before and after values
- Deduplication key and record version
- JSON, CSV, XML, or your spec
- Push to API, S3, or webhook
- Schema version and changelog
Ready to add more fields to every record?
Custom datasets scoped around your product’s fields, so your endpoints grow as your customers do.
Built for search APIs
Five pipelines that make an index complete.
Forage AI runs the deep sources, the long tail, the refresh schedule, the schema and the verification as one managed service.
Portals, archives, registries
Court dockets to planning portals, delivered as records.
courts.ca.gov/dockets?case=24-CV-4471
Docket 24-CV-4471 Filed 10/02
JS-RENDERED · REAL BROWSERplanning.oaklandca.gov/applications
PLN-26-0412 Approved
DATABASE-BACKED · PDF EXHIBITSstructured_recordCOURT 24-CV-4471PLANNING PLN-26-0412DELIVERED
One record per entity
Thousands of small sources, one clean feed.
SOURCES · BATCH 14ONBOARDED
- 01hamiltoncounty.oh.gov/clerk
- 02mercyhealth.org/find-a-doctor
- 03oaklandledger.com
- 04tricountyhomes.com/listings
- 05stjoseph-regional.org/providers
- 06midwestfreightnews.com
County and clerk sites3,106 sourcescoverage reported per source
Hospital directories1,140 sourcescoverage reported per source
Regional press and trade566 sourcescoverage reported per source
Change events
Every source on its own schedule.
Real-timeHourlyWeekly
FieldBeforeAfter
price129.00119.00
availabilityIN_STOCKBACKORDER
listing_statusACTIVEPENDING
licence_statusACTIVEACTIVE
DIFFED AGAINST THE PREVIOUS RUNCOLLECTED_AT ON EVERY RECORD
JSON, CSV, XML or your spec
One record per entity, in your vocabulary.
Nested JSONFlat CSV
{
"entity_id": "org_8f3a21",
"name": "Northwind Logistics",
"domain": "northwindlog.com",
"hq": { "city": "Oakland", "country": "US" },
"sources": 14,
"collected_at": "2026-10-21T09:12:41Z"
}NAME VARIANTS, DOMAINS AND IDENTIFIERS RESOLVED TO ONE RECORD · SCHEMA V3 · VERSIONED CHANGES YOU APPROVE
Written into the SLA
Accuracy measured field by field.
Automated checks, then human review.FIELD ACCURACY99.7%
FieldExtractedMethod
hq_cityAustin, TXAutomated
headcount1,200Human review
affiliationMercy GeneralAgentic call
funding_total$48MRe-check
GROUND-TRUTH SET SHIPS AS A DELIVERABLEA MISS GOES BACK TO QA
500M+Websites crawled
99.7%Field accuracy
10M+Documents parsed
Forage AI runs the sources, the refresh, the schema and the QA. You get an index that feels complete.
Why Forage AI
One partner for the sources, the schema and the QA.
Delivered your way. As a licensed feed, a connector in your partner program, or a private index built for one customer.
Any language, any geography. Pipelines run across regions and languages, with country and language on every record.
15+ industries, fields pre-mapped. Legal, finance, healthcare, real estate, e-commerce, travel and insurance sources already scoped, which shortens time to first delivery.
Collected within the rules. Public pages only, site terms respected, GDPR and CCPA aligned, SOC 2.
Your data stays yours. Never resold, never pooled across clients. On-premise delivery available.
A dedicated team on your feed. Source discovery, pipeline maintenance and schema changes are handled by the team that built it. Typical onboarding is one to two weeks from brief to live pipeline.
Use cases
Build the endpoints your customers ask for.
Four products teams ship on Forage AI data.
List-building and enrichment
Verified company, person, place, product and event records for find-all, enrichment and screening endpoints, resolved and deduplicated before they reach your index.
Monitoring and change feeds
Price, stock, listing, filing and regulatory changes delivered as events with before and after values, at a rate set per source.
Training, evaluation and RAG corpora
Dated, deduplicated page text and verified ground-truth sets for post-training, retrieval evaluation and grounding, collected within source terms.
Case study
Built around how the product consumes data.
Forage AI is a managed web data partner: the team that builds, runs and maintains extraction pipelines for the sources your own crawler finds hardest. You keep your crawler and your index. Forage AI takes ownership of a defined set of sources, such as one jurisdiction’s courts, one country’s provider directories or one vertical’s filings, and delivers them as a clean, verified feed your index ingests. Forage AI also verifies and resolves records you already hold.
Yes. Forage AI delivers as a licensed feed, a connector or a private index, in your schema and your format (JSON, CSV, XML or your spec), to your API, your bucket or a webhook.
Forage AI sets the refresh rate per source during scoping, from real-time to weekly. Changes arrive as events with before and after values, and every record carries a collected-at date and a last-verified date.
Each source runs as its own pipeline. Where a page is JavaScript-rendered or database-backed, Forage AI uses a real browser; where a value can only be confirmed by a person, a human reviewer or an AI voice agent steps in. Collection is public pages only, within site terms and data-protection rules, and Forage AI reports per source what was collected.
Field accuracy on delivered records: the share of fields that match the source on QA sampling, after Forage AI’s automated checks and human review. It is written into the SLA.
START FORAGINGThe first call is to map
The first call is to map
the sources you want covered.
Bring the sources your customers ask for and the fields your endpoints return.
- A coverage check on those sources
- A scoped pipeline plan
- Sample records in your schema, before you commit
Get in touch