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02 Where it works

Big possibilities. Everyday applications.

Start with one useful workflow in commerce, operations or your next product.

Illustrative applications. Your workflow, data and goals shape the solution.

Fig. 2.1 — Tag, order, answer

01Commerce intelligence

Commerce intelligence

Give commerce teams a better way to manage product information, support customers and resolve returns.

Connect
Approved product data, order details, policies and customer history
Assist
Catalog enrichment, answer drafts, returns triage and fraud flags
Keep people in control
Merchants and support teams review before anything is published or refunded
What to measure
Time to publish, first-contact resolution, return handling time, cost per resolved case
Typical systems
ShopifyMagentoSAP CommerceTrendyolHepsiburadaAmazonZendesk

More about Commerce intelligence

See an illustrative engagement

Fig. 2.2 — Signals along the chain; one exception lit

02Supply chain intelligence

Supply chain intelligence

Bring order, inventory and supplier signals together so planners can focus on the exceptions that need judgment.

Connect
Orders, stock records, supplier confirmations and shipping updates
Assist
Document extraction, exception detection, delay-risk alerts and planner copilots
Keep people in control
Planners approve replenishment and every external commitment
What to measure
Exception resolution time, planner hours, forecast error on selected SKUs, recommendation acceptance
Typical systems
SAPLogoMicrosoft DynamicsSpreadsheet planningEDIEmail

More about Supply chain intelligence

Fig. 2.3 — Records, rows, permissions

03ERP & enterprise workflows

ERP & enterprise workflows

Make information easier to find and repetitive document work easier to finish — inside the systems you already run.

Connect
Approved documents, business records and user permissions
Assist
Knowledge retrieval, record matching and document-to-ERP drafts
Keep people in control
Read-only first, sandbox validation, then approved writes
What to measure
Manual entry effort, matching accuracy, task success rate, audit completeness
Typical systems
SAPOracleMicrosoft DynamicsLogoNetsisSharePoint

More about ERP & enterprise workflows

Fig. 2.4 — A reply, drafted with sources

04Customer operations

Customer operations

Help service teams answer faster and more consistently, without losing the human judgment customers trust.

Connect
Knowledge base, policies, order and account data, past conversations
Assist
Suggested replies with sources, intent routing, summaries and quality review
Keep people in control
Agents approve replies; sensitive cases always go to a person
What to measure
Handling time, first-contact resolution, quality scores, customer satisfaction
Typical systems
ZendeskSalesforce Service CloudFreshdeskWhatsApp BusinessContact-center platforms

More about Customer operations

Fig. 2.5 — A source for every claim

05Knowledge & document intelligence

Knowledge & document intelligence

Turn contracts, procedures and reports into answers your teams can trust — with a source for every claim.

Connect
Contracts, policies, technical documents, wikis and shared drives
Assist
Cited answers, clause extraction, comparison and risk flags
Keep people in control
Legal, compliance and domain owners review what matters
What to measure
Time to answer, review time per document, accuracy on an agreed test set
Typical systems
SharePointGoogle DriveConfluenceDocument management systems

More about Knowledge & document intelligence

Fig. 2.6 — Cited to the exact second

06Voice & meeting intelligence

Voice & meeting intelligence

Our roots are in the spoken web. We turn calls, meetings and trainings into searchable knowledge — cited to the exact second.

Connect
Call recordings, meeting transcripts, training videos
Assist
Timestamped answers, quality and compliance review, coaching insights
Keep people in control
Quality teams calibrate the criteria and review edge cases
What to measure
Review coverage, time to insight, agreement with human reviewers
Typical systems
Contact-center platformsMicrosoft TeamsZoomGoogle MeetLearning platforms

More about Voice & meeting intelligence

The systems named on this page are examples of what we connect to, not partnerships.

07 Industries

Where we work most.

  1. iRetail & e-commerce
  2. iiConsumer goods
  3. iiiManufacturing
  4. ivLogistics & distribution
  5. vFinancial & professional services
  6. viHolding groups & family businesses

08 Starter use cases

Twelve good first workflows.

Narrow, frequent, measurable — the kind of work a first pilot should change.

  1. 01Product description and attribute enrichment
  2. 02Returns triage with photo checks
  3. 03Supplier confirmation extraction
  4. 04Delay-risk alerts for open orders
  5. 05Invoice-to-ERP drafting with approvals
  6. 06Contract clause comparison
  7. 07Policy Q&A for employees
  8. 08Suggested replies with cited sources
  9. 09Call quality review with timestamps
  10. 10Sales meeting summaries into CRM
  11. 11Weekly management report drafts
  12. 12Onboarding assistant for new hires

Don’t see your workflow? Tell us about it.