Procurement brings together quotations, supplier documents and operational information. AI can support preparation and highlight open issues for informed professional judgement.
What information is missing when your procurement team needs to make a quick decision?
USE CASE EXAMPLES
How AI could help in everyday work.
Illustrative scenarios. Requirements and value are assessed for your specific process.
01
DOCUMENT ANALYSIS
Put quotations on a comparable basis
THE STARTING POINT
Quotations differ in structure, units, scope and terms. A complete comparison requires substantial manual transfer of information.
A POSSIBLE APPROACH
AI helps extract agreed comparison fields and points to their source locations. Differences and missing information are flagged for review.
WHAT YOU NEED
Quotation documents, clear comparison criteria, rules for units and an agreed professional review step.
UNDERSTAND THE AI
What happens behind the scenes.
TECHNICAL INSIGHT
POSSIBLE SOLUTION DESIGN
Document AI · Semantic mapping · Calculation rules
What does the AI actually do?
AI identifies quotation lines and maps differently named services to common comparison fields.
How the solution works
01
Extract entries
Document models capture quantities, prices, units, scope and terms with source references.
02
Build comparability
Semantic matching proposes corresponding lines; fixed rules convert confirmed units and price bases.
03
Explain differences
A matrix shows missing scope and assumptions, with source-linked explanations.
What value can it deliver?
Less transfer effort and earlier visibility of scope differences can improve quotation review.
A concrete example
A unit price and a price per 100 become comparable after confirmed conversion; a separately priced certificate remains an explicit extra.
Technology, setup & operation+
Combine extraction with reproducible calculations. Different services require expert confirmation of comparability. Evaluate matching and numeric extraction separately.
Illustrative solution design. The final architecture depends on data, systems and pilot evaluation.
Pilot, value assessment & professional responsibility +
HOW A PILOT COULD START
Trial one purchasing category and a manageable set of quotations using real comparison questions.
HOW TO ASSESS VALUE
Evaluate extraction accuracy, outstanding questions and time required to prepare the comparison.
Price, scope and contractual assessment, together with the award decision, remain the responsibility of procurement.
02
KNOWLEDGE & DOCUMENTS
Make supplier information accessible
THE STARTING POINT
Certificates, audit reports, approvals and internal experience are spread across repositories and individual contacts.
A POSSIBLE APPROACH
Structured search makes relevant documents and their validity easier to find. It can also highlight missing information in a supplier record.
WHAT YOU NEED
Supplier master data, linked documents, versions and validity dates, with clearly defined ownership and access rights.
AI retrieves supplier evidence and extracts its scope, certificate type and relevant statements.
How the solution works
01
Identify supplier
Master data and permissions define the sources.
02
Retrieve content
Semantic search and field extraction surface relevant passages.
03
Show status
Fixed date and completeness rules flag expired or missing evidence.
What value can it deliver?
Faster supplier-meeting preparation and less effort locating and checking documents.
A concrete example
A certificate exists, but its scope does not clearly include the requested site; the assistant flags clarification.
Technology, setup & operation+
A maintained index and reliable supplier links matter more than proprietary LLM training. Date checks are deterministic; business validity requires expert assessment.
Illustrative solution design. The final architecture depends on data, systems and pilot evaluation.
Pilot, value assessment & professional responsibility +
HOW A PILOT COULD START
Explore one supplier group and a defined document type with the responsible business functions.
HOW TO ASSESS VALUE
Assess completeness of selected supplier records and time required for typical enquiries or preparation tasks.
Approvals, audit assessments and supplier risk evaluations remain professional decisions owned by the responsible teams.
03
DECISION SUPPORT
Consolidate signals of supply issues
THE STARTING POINT
Changes to dates, open questions and quality reports sit in separate processes. A shared picture often emerges only after escalation.
A POSSIBLE APPROACH
An agreed workflow brings available signals together. Analytics and AI help structure and prioritise information for review.
WHAT YOU NEED
Reliable purchase order and date references, quality reports, status information and defined assessment rules.
UNDERSTAND THE AI
What happens behind the scenes.
TECHNICAL INSIGHT
POSSIBLE SOLUTION DESIGN
Text analytics · Event linking · Optional forecasting
What does the AI actually do?
AI extracts delay signals from messages and links them to delivery and quality events.
How the solution works
01
Read messages
Text models extract revised dates and purchase-order references.
02
Connect signals
Identifiers link statements to orders; rules or a validated forecasting model prioritise exceptions.
03
Explain the picture
Show evidence, freshness and outstanding questions for each alert.
What value can it deliver?
Earlier shared visibility of potential supply issues and less manual situation-report preparation.
A concrete example
A postponed promise and an unresolved quality query are linked to the same order line.
Technology, setup & operation+
An initial pilot need not predict probabilities. Later forecasting requires historical outcomes, temporal evaluation and comparison with simple baselines.
Illustrative solution design. The final architecture depends on data, systems and pilot evaluation.
Pilot, value assessment & professional responsibility +
HOW A PILOT COULD START
Observe a clearly defined supply chain or material group without making automatic changes to orders.
HOW TO ASSESS VALUE
Compare completeness of signals, the share of relevant alerts and effort required to assess the situation.
Signals do not replace a reliable delivery forecast. Procurement agrees actions with the functions involved.
MY CONTRIBUTION
Work out together what is worth pursuing.
I help you turn an interesting use case into a clear, assessable business task.
Structure needs and objectives with business functions and IT
Clarify value, requirements and open questions
Prepare a basis for decisions and define a possible pilot scope
Support alignment with suitable implementation partners
FREQUENTLY ASKED QUESTIONS
Before taking the first step.
Can AI make supplier decisions? +
In the approach described here, AI supports information preparation. Criteria, professional assessment, negotiations and award decisions stay with the responsible people.
What makes a good first use case? +
A recurring task with significant manual information handling and clear criteria, such as comparing quotations or preparing a supplier meeting.
FROM A USE CASE TO THE NEXT STEP
Which idea would you like to make concrete?
Together, we clarify the starting point, possible use cases and expected value, creating a sound basis for your next decisions.