Use it directly
- CSV and JSON exports
- Airtable or spreadsheet delivery
- Database and warehouse-ready records
- Customer-controlled backups
Turn approved search topics and web pages into recurring, source-linked research briefs with structured evidence, timestamps, and explicit collection states.
Your input
You do not need to prepare technical configuration. Provide the business requirements, examples, and approved access; we translate them into fields, rules, and a tested schedule.
The result
A reviewable evidence pack that helps research, strategy, procurement, marketing, and operations teams follow a defined topic without repeatedly searching, opening, cleaning, and organizing web pages by hand.
Best for: Market research, competitive intelligence, procurement, policy, strategy, product, marketing, partnerships, and operations teams that need repeatable public-web evidence around a defined question or approved URL list.
AI-ready delivery
Receive normalized records directly or let an approved agent retrieve them through a scoped interface. Source evidence, transformations, timestamps, and exception states remain available for review.
Configurable service
The modules describe business capabilities, not separate tools to operate. Select the coverage, filters, review rules, schedule, and destination during setup.
Worked example
Examples show the delivery structure before setup. Names and values are illustrative, not client records or performance claims.
Example input
{
"research_question": "What material changes are being announced in the European industrial heat-pump market?",
"queries": [
"industrial heat pump Europe investment",
"industrial heat pump Europe regulation"
],
"approved_domains": [
"example-policy.eu",
"example-manufacturer.com"
],
"max_results_per_query": 5,
"markets": [
"EU"
],
"languages": [
"English"
],
"date_window": "Previous 30 days",
"frequency": "Weekly",
"delivery": "Research brief and evidence table"
}Example delivery
Illustrative record{
"finding": "Example manufacturer announced a synthetic capacity expansion for review.",
"evidence_status": "review",
"source_title": "Synthetic expansion announcement",
"source_url": "https://example-manufacturer.com/news/synthetic-expansion",
"query": "industrial heat pump Europe investment",
"observed_result_position": 2,
"published_date_raw": "2026-08-12",
"collected_at": "2026-08-19T09:00:00Z",
"retrieval_state": "complete",
"confidence_note": "Date and claim require source review",
"example_status": "synthetic"
}Installation path
The first representative run is reviewed before the workflow becomes a recurring operation.
Define the research question, approved queries or URLs, markets, languages, exclusions, and required evidence fields
Run a representative sample and inspect result relevance, page accessibility, extraction quality, dates, and failure states
Agree source limits, deduplication, citation format, briefing structure, review rules, schedule, retention, and destination
Collect search results or approved pages using the least intensive suitable retrieval method
Preserve source observations separately from normalized fields and AI-assisted summaries
Deliver completed, partial, missing, blocked, timed-out, unsupported-media, and review-required states without presenting them as equivalent
Managed history
Recurring runs can append timestamped search-result and page observations rather than silently replacing prior evidence. Result position, title, description, URL, visible dates, retrieved content state, extracted fields, source-linked findings, and review status can be compared across the agreed period.
Retention and portability
Retention is agreed before launch. Source observations, structured evidence, and briefing outputs can be exported to CSV, JSON, spreadsheets, Markdown, a database, warehouse, or another customer-controlled destination. Full-page text can be excluded or retained for a shorter period where licensing, privacy, sensitivity, or storage concerns require it. Deletion, portability, and managed archives are defined in the engagement scope. The resulting dataset belongs to the customer. Aineed Data retains only the managed copy and history agreed for operation. CSV, JSON, Airtable, database, warehouse, scoped API, customer-controlled backup, deletion, portability, and exit-export requirements are defined during setup.
Interpretation limits
History makes comparison possible, but it does not remove source limitations or turn signals into guaranteed business outcomes.
Search results are not exhaustive and can vary by time, market, language, query wording, search provider, personalization controls, and source availability
A result position or search description does not prove relevance, authority, accuracy, or endorsement
Pages can be blocked, unavailable, paywalled, rate-limited, unsupported, changed after collection, or only partially rendered
Visible publication dates, metadata, canonical URLs, and page language can be absent, stale, inconsistent, or publisher-controlled
Dynamic content may require slower retrieval and can still be incomplete
Timeouts can return partial evidence; partial, blocked, and failed states are retained explicitly
AI-assisted summaries and field extraction can omit context or introduce errors and require source-linked human review
The workflow does not establish truth, legal admissibility, copyright permission, or completeness
Pricing depends on queries, pages, languages, retrieval method, frequency, content volume, retention, storage, and review requirements
Safeguards
Access, retention, exports, and operating controls are confirmed for this workflow before launch.
Approved public sources and documented research purpose only
No passwords, cookies, tokens, MFA codes, private keys, or session exports through public forms or ordinary email
No bypassing access controls, paywalls, CAPTCHAs, robots restrictions, account restrictions, geographic controls, or publisher licensing
Domain, query, page-count, request-rate, and retention boundaries are agreed before launch
Raw retrieved text, extracted fields, calculations, and AI-assisted synthesis remain distinguishable
Every substantive finding retains a source URL and collection timestamp when available
Conflicting, stale, ambiguous, or weakly supported findings are flagged for human review
No autonomous legal, medical, financial, hiring, procurement, or other consequential decision-making
Related workflows

Monitoring · Configured
Know when competitor prices, availability, sellers, variants, or product ranges change across approved public retail and marketplace pages.
Explore workflow
Data Collection · Configured
Convert supplier quotes from PDFs, spreadsheets, and approved email-derived text into comparable line items with explicit terms, assumptions, source evidence, and missing-information flags.
Explore workflow
Reporting · Custom
Sign in to approved vendor and business portals on schedule, retrieve expected CSV, Excel, PDF, and other report files, and deliver one validated reporting feed.
Explore workflowStart setup
Share the sources, rules, and destination. We’ll verify access and confirm the final setup and monthly operating scope.