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Enterprise marketing AI / Use case 01

Marketing Intelligence

Use AI to track competitors, analyse customer feedback and summarise market research. Give brand and strategy teams regularly updated reports and alerts across products and countries.

Category watch

Research items reviewed by topic

Pricing & promotions24 items
New product claims18 items
Customer complaints12 items
Packaging changes8 items

Illustrative interface · Sample data, not client results

What we do

Market research and competitor tracking

We connect competitor websites, licensed research, reviews and internal documents. AI compares updates, groups customer comments by topic and prepares summaries. Analysts check the source material before reports reach brand and strategy teams.

Who this is for

Strategy, consumer insights and product marketing teams tracking competitors, customer needs and market changes across regions.

What you receive

Competitor reports, customer research summaries and market alerts, with links to the source material.

How it works

  1. 01

    Collect competitor updates, research and customer feedback

  2. 02

    Use AI to group topics and summarise changes

  3. 03

    Have an analyst check the findings against the sources

  4. 04

    Send reports and alerts to the relevant brand or market team

Implementation scope

What we build.

We agree the required components after reviewing your current software, data and team. A project can include the following.

Research sources

Connect the research, competitor material and customer feedback your team is permitted to use. Set how often each source should be checked.

  • A list of sources and access permissions
  • Scheduled data collection
  • Product, brand and topic labels
  • Alerts when a source stops updating

Searchable research library

Store collected material so analysts can find previous research, compare changes and check the evidence behind a summary.

  • Search across approved documents
  • Matching of product and company names
  • Source links and publication dates
  • A history of source changes

AI research and analysis

Use AI to compare competitor updates, group customer feedback and answer questions using the collected material.

  • Competitor price and product comparisons
  • Customer feedback grouped by topic
  • Draft summaries with source links
  • A queue for analyst review

Reports and alerts

Deliver reviewed findings to the teams that need them, on a schedule or when a specified change occurs.

  • Weekly or monthly research reports
  • Alerts for selected competitors and topics
  • Reports by brand, category and market
  • A record of findings and follow-up tasks

Potential data sources

Market dataSearch demandReviewsSocial signalsResearchCompetitor assetsCustomer feedbackInternal knowledge

We connect only sources your organisation has permission to use. Source rights, retention and the permitted purpose are recorded before integration.

Enterprise applications

Sample Use Cases

These sample use cases describe possible deployments, including inputs, review steps and decisions. They are not accounts of client results.

CONSUMER

Category and competitor research

Teams discover pricing, assortment and campaign changes after the market has already reacted.

Workflow

  1. 01

    Collect competitor prices, promotions and product updates

  2. 02

    Match product and brand names across sources

  3. 03

    Identify price, product and campaign changes

  4. 04

    Attach the source link and date

  5. 05

    Send the report to the category manager

Decision supported

Does a pricing or product change require a response in the next category plan?

Measures to track

Time from source update to team reviewCoverage by competitorAlert precisionAnalyst hours saved

FINANCIAL SERVICES

Customer feedback and regulatory updates

Customer reviews, complaints and regulatory updates arrive in separate systems. Analysts need a regular report on recurring concerns and relevant changes.

Workflow

  1. 01

    Collect permitted reviews, research and documents

  2. 02

    Group complaints and product issues by topic

  3. 03

    Identify new or growing customer concerns

  4. 04

    Check findings against the source documents

  5. 05

    Publish analyst-approved brief

Decision supported

Which customer issue requires a communication, product or policy response?

Measures to track

Time to identify a new customer issueEvidence completenessFalse-positive rateTime to response

TECHNOLOGY

Competitor product and pricing research

Product marketers need to keep competitor comparisons current as features, pricing and customer reviews change.

Workflow

  1. 01

    Monitor product documentation

  2. 02

    Map feature and claim changes

  3. 03

    Group customer comments by topic

  4. 04

    Compare changes in competitor messaging

  5. 05

    Update the competitor comparison sheet

Decision supported

What changed in the competitive field, and what deserves action now?

Measures to track

Research cycle timeSources per conclusionChange coverageUse of findings in marketing plans

Sample interface

Market research dashboard

A research workspace separates collected items from reviewed findings and keeps source links beside the analyst’s notes.

Category watchIllustrative interface · Sample data

Consumer goods · Three markets · Weekly review

Approved sources48

Public, licensed and internal

Changes flagged12

After duplicate removal

Analyst-reviewed9 / 12

Three awaiting review

Research items reviewed by topic
Pricing & promotions24 items
New product claims18 items
Customer complaints12 items
Packaging changes8 items

Count of reviewed source items. Volume does not indicate market size or importance.

Analyst review queue

Competitor price change

Two retailer sources

Review
New product claim

Source captured; claim unverified

Verify
Packaging update

Approved for weekly brief

Ready
Next review

Open the sources before adding a recommendation to the category brief.

Evaluation

How we measure results.

Record the current process first. Review the same measures after rollout, including manual exceptions, model costs and time spent checking outputs. The comparisons below describe evaluation areas; they are not before-and-after results.

Research effort

Baseline
Hours spent collecting, checking and preparing a comparable brief.
Evaluate
Hours per approved brief, including analyst review and corrections.
Owner
Research lead

Evidence coverage

Baseline
Share of material findings with an accessible, relevant source.
Evaluate
Citation accuracy and source coverage on a reviewed sample.
Owner
Intelligence owner

Alert usefulness

Baseline
Useful findings as a share of alerts reviewed by the team.
Evaluate
Precision, duplicate rate and missed material changes.
Owner
Category lead

Time to review

Baseline
Elapsed time between a source change and analyst assessment.
Evaluate
Median and slowest review times, with delayed sources identified.
Owner
Research operations
How we scope, test and hand over the work

Controls for this use case

Data access and approvals.

Assign source access and review responsibilities before launch. Define which failures pause the workflow, which can be retried and who receives the exception.

Read the governance details
  • Approved data sources
  • Source links for each finding
  • Role-based access
  • Version history for prompts and models
  • Analyst review before recommendations are used
  • Retention and deletion policy

Questions before scoping

Common questions.