Knowledge Intelligence Roadmap

Match people and roles by meaning.

Identify candidates whose experience and abilities align with an open role. Recruiting teams can review a prioritized shortlist, understand the strengths behind each match, and spend more time speaking with qualified people.

Discuss the Roadmap →View scope

AttributeExplainableCandidate

→

ReviewHigh confidenceNeeds review

→

Approved outputStructuredTraceable

What Match Is

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Attribute matching

Attribute matching is applied only to the information and workflow agreed with your team.

Explainable scoring

Explainable scoring is applied only to the information and workflow agreed with your team.

Candidate ranking

Candidate ranking is applied only to the information and workflow agreed with your team.

Why It Matters

Improve shortlists and reduce screening.

Helps your team spend more time on useful decisions and less time handling avoidable friction.

Less repetitive work

Helps your team spend more time on useful decisions and less time handling avoidable friction.

Clearer review

Helps your team spend more time on useful decisions and less time handling avoidable friction.

Documented decisions

Helps your team spend more time on useful decisions and less time handling avoidable friction.

How It Works

A simple, human-in-the-loop process built for trust.

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Connect approved information

The work stays inside the agreed scope and controls.

Produce a focused result

The work stays inside the agreed scope and controls.

Review exceptions

A person checks uncertain or consequential results.

Use the approved output

The work stays inside the agreed scope and controls.

What You Receive

Configured extraction workflow for your document types
Reviewer workspace with assistive tooling
Structured export in agreed formats (CSV, JSON, XML, Excel)
Confidence routing rules aligned to your thresholds
Full audit trail with provenance and reviewer actions
Pilot results summary and recommendations

Where It Works

Document Types

Invoices & Credit Memos
Contracts & Amendments
Applications & Onboarding Docs
Forms & Questionnaires
Supporting Records

Business Use Cases

AP Invoice Intake
Contract Intake & Management
Customer Onboarding
Claims & Case Intake
Form Digitization Projects

Human Review by Design

Extract is built on Enterprise Trust. AI handles the repetition; people retain judgment.

AI proposes. People decide.Uncertain results are routed for review.
Evidence at your fingertips.See source snippets and confidence for every field.
Consistent, explainable decisions.Guidelines, feedback, and learning loops improve over time.
Accountable outcomes.Full traceability from document to decision.

Learn about Enterprise Trust →

Pilot Scope & Safeguards

Bounded evaluation with clear success criteria
Agreed document types and field set
Sample set from your environment
Human oversight at every step
Secure, role-based access and data handling
No AI decisions without human validation in the pilot

What It Does Not Do

Match boundaries. Responsible expectations.

⊗Does not replace accountable people.Accountable review and approved operating rules remain in place.

⊗Does not exceed approved access.Accountable review and approved operating rules remain in place.

⊗Does not guarantee outcomes.Accountable review and approved operating rules remain in place.

Expected Outcomes

Example pilot outcome focus areas.

Improve shortlists and reduce screening.A practical improvement your team can review and measure.Less repetitive workA practical improvement your team can review and measure.Clearer reviewA practical improvement your team can review and measure.Documented decisionsA practical improvement your team can review and measure.

Outcomes vary by organization and use case.

Ready to evaluate Match?

Let’s define your use case, agree on success measures,
and launch a focused pilot.

Discuss the Roadmap →View Pilot Scope

Human Review by Design

Extract is built on Enterprise Trust. AI handles the repetition; people retain judgment.

AI proposes. People decide.Uncertain results are routed for review.

Evidence at your fingertips.See source snippets and confidence for every field.

Consistent, explainable decisions.Guidelines, feedback, and learning loops improve over time.

Accountable outcomes.Full traceability from document to decision.

Learn about Enterprise Trust →

What It Does Not Do

Match boundaries. Responsible expectations.

⊗Does not replace accountable people.Accountable review and approved operating rules remain in place.

⊗Does not exceed approved access.Accountable review and approved operating rules remain in place.

⊗Does not guarantee outcomes.Accountable review and approved operating rules remain in place.

Expected Outcomes

Example pilot outcome focus areas.

Outcomes vary by organization and use case.