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Web Research Briefing

Turn approved search topics and web pages into recurring, source-linked research briefs with structured evidence, timestamps, and explicit collection states.

No access or payment before scope confirmation

Your input

Tell us what to run. We handle the operating structure.

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.

What you provide

  • Research question and intended decision
  • Approved search terms, URLs, domains, markets, and languages
  • Required fields, evidence standard, and briefing structure
  • Inclusion, exclusion, date-window, and source-priority rules
  • Maximum search results and pages per run
  • Frequency, delivery destination, retention period, and named reviewers
  • Examples of relevant, irrelevant, ambiguous, and preferred outputs

How you provide it

  • Setup form
  • Search-query list
  • Approved URL or domain spreadsheet
  • Research brief
  • Example evidence table or briefing template
  • Written inclusion, exclusion, citation, date, review, and retention rules

The result

What this workflow delivers.

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.

Sources

  • Approved public-web search queries
  • Approved public URLs and domain lists
  • Public static pages and JavaScript-rendered pages when technically accessible
  • Customer-supplied topic, market, language, inclusion, and exclusion rules
  • Public search-result titles, descriptions, URLs, and retrieved page content

Output fields

  • Source title, canonical or observed URL, domain, and result position when available
  • Search-result description and retrieval status
  • Raw retrieved page text or Markdown when included in scope
  • Publication or page date when visibly available
  • Collection timestamp, query, market, language, and source method
  • Source-linked findings, quotations, and briefing sections
  • Structured entities, claims, dates, categories, or fields agreed during setup
  • Explicit unavailable, blocked, timed-out, partial, duplicate, unsupported-media, or review-required state

Delivery options

  • Research brief
  • Evidence table
  • Google Sheets
  • Excel
  • CSV
  • JSON
  • Markdown
  • Database or warehouse-ready delivery
  • Airtable base or table
  • Scoped API endpoint

Operating scope

  • Quoted by queries, pages, languages, retrieval method, frequency, retention, and review requirements
  • One-time, daily, weekly, or monthly
  • Public sources

AI-ready delivery

Structured data your team and agents can rely on.

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.

Use it directly

  • CSV and JSON exports
  • Airtable or spreadsheet delivery
  • Database and warehouse-ready records
  • Customer-controlled backups

Connect approved agents

  • Scoped API or webhook access
  • Filter and retrieve defined records
  • Summarize, compare, classify, and cite
  • Route exceptions to a human owner

Keep control

  • Customer-owned resulting dataset
  • Raw and normalized values remain distinct
  • Model, API, hosting, and storage costs are scoped
  • No autonomous consequential authority

Configurable service

One workflow, configured around the decisions your team owns.

The modules describe business capabilities, not separate tools to operate. Select the coverage, filters, review rules, schedule, and destination during setup.

Available modules

  • Scheduled topic monitoring - run approved queries on an agreed cadence and preserve result context
  • Approved-page collection - retrieve specified public URLs and record complete, partial, blocked, timed-out, or unavailable states
  • Source-linked briefing - organize findings into a repeatable brief with citations and collection timestamps
  • Structured evidence extraction - capture agreed entities, dates, claims, categories, or fields while retaining source text separately
  • Change observation - append timestamped result and page states for comparable-run analysis
  • Coverage and conflict review - surface missing evidence, duplicates, source disagreement, weak support, and review-required findings
  • Research-system delivery - prepare Markdown, JSON, table, database, or warehouse-ready outputs
  • Retrieval policy configuration - select suitable static or browser-based collection boundaries by approved source type

Business questions supported

  • What relevant public evidence has appeared since the previous run?
  • Which approved sources support each finding?
  • Which search results or pages are new, changed, missing, blocked, duplicated, or only partially retrieved?
  • Where do sources agree, conflict, or leave an important evidence gap?
  • Which claims require human verification before use?
  • How has search coverage or observed source position changed over time?
  • Which queries, domains, markets, or languages are producing useful evidence?
  • What raw observations, extracted fields, dates, and assumptions support the briefing?

Worked example

See what goes in and what comes back.

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

From source approval to scheduled operation.

The first representative run is reviewed before the workflow becomes a recurring operation.

01

Define the research question, approved queries or URLs, markets, languages, exclusions, and required evidence fields

02

Run a representative sample and inspect result relevance, page accessibility, extraction quality, dates, and failure states

03

Agree source limits, deduplication, citation format, briefing structure, review rules, schedule, retention, and destination

04

Collect search results or approved pages using the least intensive suitable retrieval method

05

Preserve source observations separately from normalized fields and AI-assisted summaries

06

Deliver completed, partial, missing, blocked, timed-out, unsupported-media, and review-required states without presenting them as equivalent

Managed history

Each run adds to a useful operating 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.

What the accumulated history can support

  • Track a defined market, policy, competitor, supplier, technology, or industry topic
  • Build a cited evidence base for human research and decision preparation
  • Compare search coverage and source availability over time
  • Identify newly observed, changed, missing, duplicated, or conflicting evidence
  • Monitor approved pages for relevant content changes
  • Structure public-web evidence for analysis or retrieval systems
  • Audit which sources support each briefing statement
  • Prioritize deeper human investigation where evidence is weak or ambiguous
  • Let an approved AI agent retrieve records using defined fields, filters, and source identifiers
  • Generate source-linked summaries, comparisons, classifications, or briefs from the structured dataset
  • Route missing, conflicting, low-confidence, or action-required records to a named human reviewer
  • Trigger approved downstream tasks through an API or webhook without granting autonomous consequential authority

Interpretation limits

History makes comparison possible, but it does not remove source limitations or turn signals into guaranteed business outcomes.

01

Search results are not exhaustive and can vary by time, market, language, query wording, search provider, personalization controls, and source availability

02

A result position or search description does not prove relevance, authority, accuracy, or endorsement

03

Pages can be blocked, unavailable, paywalled, rate-limited, unsupported, changed after collection, or only partially rendered

04

Visible publication dates, metadata, canonical URLs, and page language can be absent, stale, inconsistent, or publisher-controlled

05

Dynamic content may require slower retrieval and can still be incomplete

06

Timeouts can return partial evidence; partial, blocked, and failed states are retained explicitly

07

AI-assisted summaries and field extraction can omit context or introduce errors and require source-linked human review

08

The workflow does not establish truth, legal admissibility, copyright permission, or completeness

09

Pricing depends on queries, pages, languages, retrieval method, frequency, content volume, retention, storage, and review requirements

Safeguards

Automation stays inside agreed boundaries.

Access, retention, exports, and operating controls are confirmed for this workflow before launch.

01

Approved public sources and documented research purpose only

02

No passwords, cookies, tokens, MFA codes, private keys, or session exports through public forms or ordinary email

03

No bypassing access controls, paywalls, CAPTCHAs, robots restrictions, account restrictions, geographic controls, or publisher licensing

04

Domain, query, page-count, request-rate, and retention boundaries are agreed before launch

05

Raw retrieved text, extracted fields, calculations, and AI-assisted synthesis remain distinguishable

06

Every substantive finding retains a source URL and collection timestamp when available

07

Conflicting, stale, ambiguous, or weakly supported findings are flagged for human review

08

No autonomous legal, medical, financial, hiring, procurement, or other consequential decision-making

Contour map illustrating connected systems, decision paths, and workflow movement

Start setup

Configure Web Research Briefing.

Share the sources, rules, and destination. We’ll verify access and confirm the final setup and monthly operating scope.

Setup$600
ManagedQuoted by query and page volume
Normally liveConfirmed after sample

Workflow setup

Configure the workflow.

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