Supplier Commercial Intelligence
Protect negotiated value during execution.
Detect recurring commercial patterns across your suppliers’ transactions. Give category managers the evidence to challenge value erosion and prioritise supplier reviews.
Start with a scoped supplier execution review. Datanovel establishes what deserves attention, then implements ongoing monitoring within your existing environment.
01 / Where to start
Know which suppliers
deserve a closer look.
A scoped supplier execution review covers agreed suppliers or categories and a historical period. It turns transaction history into a clear set of commercial review priorities.
Discuss the scopeA prioritised supplier review listWhere the pattern, evidence and commercial exposure warrant attention.
You receive a prioritised view of suppliers showing recurring commercial patterns, with the affected categories and transactions. Priorities reflect recurrence, evidence quality, materiality and the practical opportunity to act.
The review distinguishes a single unusual order from a pattern across the supplier relationship. Suppliers with insufficient evidence remain identifiable as cases requiring further information.
The evidence behind each signalWhat changed, how often, and which records support it.
Each finding links to the relevant orders, changes, invoices or supporting records available in the agreed scope. A timeline shows how pricing, charges, discounts or the buying basis evolved.
The evidence includes the basis for a meaningful comparison and plausible explanations to check, such as changes in specification, volume, delivery requirements or approved indexation. Procurement can enter the supplier discussion with specific questions.
Commercial exposure and recommended actionUnderstand the value affected and the next decision.
Where the data supports it, the review quantifies additional cost or the change in effective unit price, states the assumptions and identifies the affected transactions. An observed cost increase and a recoverable amount are assessed separately.
Recommended actions may include reviewing a recurring charge, checking a discount entitlement, challenging an unsupported price change or clarifying a successor product’s specification. Procurement decides what to take forward with the supplier.
A practical route to ongoing monitoringAgreed signals, data requirements and ownership.
The review identifies which commercial signals can be monitored reliably, which need additional data and which should be implemented first. You receive the required data connections, operating assumptions and proposed review ownership.
Implementation is scoped around selected patterns and your existing platform. Your category, procurement and data teams help shape the capability and its handover.
02 / Commercial patterns
The headline price
is only part of the story.
Repeated changes can reveal patterns consistent with supplier commercial strategies. Open an example to see the evidence and decision behind the signal.
The examples below use illustrative figures to explain the service. They are not reported client outcomes.
01 / Added chargesA competitive price.
A growing total cost.Freight, handling, packaging or service add-ons recur around the base price.
The pattern: the core item price stays attractive, while separate charges raise the cost of doing business with the supplier. The signal looks across orders, including charges that recur consistently.
Illustrative example
Twenty invoiced orders each contain £1,000 of goods and an £80 handling charge. The base cost is £20,000; handling adds £1,600, bringing total invoiced cost to £21,600—8% higher.
Check: the agreed charge schedule, whether handling was included, the actual delivery requirements and approval for additional services.
Action: review the recurring charges with the supplier and establish whether any should be corrected or removed from future orders. The £1,600 is additional invoiced cost; any recovery depends on the evidence and agreement.
02 / Incremental pricingSmall changes.
A larger cumulative effect.Repeated modest increases shift the economics over time.
The pattern: successive increases appear modest when viewed order by order. A supplier-level history makes their cumulative effect visible for comparable items or services.
Illustrative example
A unit price moves from £100 to £102, then £104.04 and £106.12. Across three successive changes, approximately 2% each becomes a 6.12% cumulative increase.
Check: specification, unit, currency, volume tier, delivery terms and net price after discounts. Review permitted indexation and approved price changes.
Action: assess the cumulative increase against the commercial agreement and supporting evidence, then challenge any unsupported change. A legitimate increase should remain distinguishable from an exception.
03 / Buying basisThe price holds.
The value changes.Pack sizes, units, specifications or service levels alter the effective cost.
The pattern: a new pack, product version, unit of measure or charging structure changes what the buyer receives. Supplier and item history help connect the old and new buying basis.
Illustrative example
A £120 pack changes from ten equivalent units to eight. The unit cost rises from £12 to £15—25% higher—while the headline pack price stays unchanged.
Check: pack conversions, equivalent usable units, specification, successor-product mapping and any genuine improvement in product or service value. For services, review the included scope and service level.
Action: review pricing, pack specification or an approved alternative with the supplier. Make the effective unit cost part of the decision.
04 / Discount erosionThe list price stays.
The discount retreats.Discounts narrow, become selective or disappear across subsequent purchases.
The pattern: initially attractive discounts reduce over time or apply to fewer purchases. Quote, PO and invoice history reveal how the net price changes where the relevant fields are available.
Illustrative example
At a constant £200 list price, a discount falls from 20% to 10%. The net price rises from £160 to £180—a 12.5% increase.
Check: the same item and list-price basis, discount eligibility, volume thresholds, expiry and any rebates or credits that offset the change.
Action: establish why the discount changed and whether the agreed entitlement should be restored. Where only net prices are available, the signal identifies the price change without assuming its cause.
03 / Ongoing monitoring
A supplier signal.
A commercial decision.
Bring supplier-level signals into your existing performance dashboard, or notify the responsible category manager when a pattern warrants attention.
Individual PO signals support a correction on an order. Supplier Commercial Intelligence connects the history across orders and supports the wider supplier conversation.
How the detection worksScreen execution patterns, then assess their commercial significance.
First, identify the pattern. Models and rules examine supplier transaction histories for unusual price movements, basket changes and repeated amendments, alongside persistent patterns such as recurring additional charges.
Then, assess the commercial signal. The next stage evaluates whether the evidence is consistent with a recognised commercial strategy, how material the exposure is and which alternative explanations need checking.
A signal gives procurement a supported review priority. Transaction patterns can reveal commercial erosion; conclusions about supplier intent or compliance require the relevant business evidence.
Give the category manager a useful next stepThe pattern, affected transactions, value and review question.
A dashboard indicator or notification identifies the supplier, the recurring pattern, the supporting records and any quantified exposure. It directs attention to a specific commercial question, such as whether a handling charge was already included or a discount remains applicable.
Agreed confidence and materiality thresholds govern notifications. Review cadence follows the availability of your data and the operating needs of your category teams.
Track the outcome of the reviewRecord what was explained, challenged and changed.
Review outcomes distinguish a justified commercial change, a data issue, a confirmed exception and a case still requiring evidence. The findings refine the signal and help avoid repeated unnecessary alerts.
Where an action changes prices, charges or entitlements, the relevant order, invoice, credit or payment evidence supports measurement of the result. Realised financial benefits are recorded separately from the exposure originally identified.
Implement within your environmentYour systems, your category teams and clear operating ownership.
Datanovel implements selected signals within the client’s approved data, analytics and workflow environment. Celonis and Databricks are preferred delivery platforms; Microsoft Fabric and other existing client platforms are also options.
The work connects data preparation, detection, evidence, reporting and follow-up. Your teams participate in testing and refinement, with the working logic and operating knowledge transferred as the capability becomes established.
04 / The evidence available
Start with the data
you already hold.
Structured contract data is not always necessary to start. The review establishes which patterns your available records can support and which gaps matter.
PO history and changesSee the supplier’s buying pattern over time.
Useful fields include supplier and item references, descriptions, dates, quantities, units, prices, currencies and buying locations. Comparable records over time support price and basket analysis.
Change logs or historical versions are needed to establish what happened after PO creation. A current PO snapshot alone does not reconstruct the amendment history.
Charges, quantities and supporting recordsEstablish the total cost and the basis of purchase.
Invoice lines and charge details help identify additional costs. Pack quantities, unit conversions, product mappings and service descriptions help establish what was actually purchased.
Quotes, discount records, credits and rebates provide further context where available. Missing fields may limit a specific signal without preventing other useful analysis.
Commercial terms and business contextTurn a detected pattern into an informed supplier review.
Contracts, price lists, approved changes and category knowledge help explain the pattern and establish the appropriate response. Operational context can identify shortages, urgency, specification changes or internal buying decisions.
Reliable supplier identities connect the history across records and systems. Where identity gaps affect the analysis, vendor master data services can support the required improvement.
Start with a supplier execution review
Where is negotiated
value slipping away?
Discuss the suppliers or categories you want to understand, the history available and the commercial questions a focused review should answer.
Discuss a supplier review
Andrey Matveev
Founder & Delivery Lead
Datanovel
Andrey leads the engagement directly, combining procurement analytics and supplier-data experience with hands-on implementation.
Your category and data teams are involved in validating findings and shaping the next step.
Act while the order can still be adjusted.
Targeted follow-up with the PO creator, supported by evidence and a proposed correction.
Explore procurement signals Vendor master dataA stronger foundation for supplier data.
Assessment, cleansing and ongoing quality controls within your existing systems.
Explore vendor master data