AI supplier scorecards — computed from what actually happened.
V5 scores every active supplier from the events V5 already sees: receiving-inspection outcomes, CoA accuracy vs re-test, on-time-in-full, complaint links, price variance and audit findings. AI adds narrative insight — why the score moved, and what to do about it.
What breaks without this.
Scorecards live in spreadsheets
Compiled quarterly, argued over in the review, out of date on delivery.
Scores hide the reason
'Supplier A dropped from 92 to 78' — nobody can say why without a two-day dig.
Under-performing suppliers stay hidden until they hurt you
The first sign is a recall, not a scorecard.
Records-by-execution. Compliance, by design.
Metrics from V5 events
OTIF from POs and receipts. CoA accuracy from receiving inspection re-tests. Rejection rate from lot dispositions. Complaint links from complaint intake. Price variance from AP.
Weighted per category
Weights per material category — reagent-grade chemistry does not score like corrugated packaging.
AI narrative
Each score movement carries a plain-English 'why' backed by the underlying records.
Recommended action
Requalify, tighten inspection, request corrective action, or sunset — proposed action with rationale.
Portal-shared with the supplier
Suppliers see their own scorecard; the improvement conversation is data-driven.
What to look for when you're buying.
Scorecards fail when they're spreadsheets and pass when they're computed. Criteria to test.
Metrics from live events
What it tests: Are metrics computed from V5 events, not entered?
Why it matters: Entered scores are opinions.
V5: Computed.
Per-category weighting
What it tests: Can weights differ per material category?
Why it matters: One-size scoring is misleading.
V5: Per category, site, criticality.
Narrative on movement
What it tests: Does the tool explain why a score moved?
Why it matters: Movement without cause invites argument.
V5: AI narrative with citations.
Recommended action
What it tests: Does it propose an action per rating?
Why it matters: Score without action is dashboard theatre.
V5: Requalify / tighten / CAPA / sunset with rationale.
Supplier portal
What it tests: Do suppliers see their own scorecard?
Why it matters: Improvement conversation needs data both sides can see.
V5: Portal-shared.
New-supplier handling
What it tests: Is scoring stable for sparse-data suppliers?
Why it matters: Volatility on small samples ruins trust.
V5: Provisional with confidence indicator.
Spreadsheet vs legacy QMS vs V5.
AI scorecards vs an Excel quarterly and vs a legacy SRM module.
| Capability | Spreadsheet | Legacy QMS | V5 Ultimate |
|---|---|---|---|
| Metric source | Manual | Manual entry | Live events |
| Per-category weighting | Ad-hoc | Configurable | Native |
| Movement narrative | None | None | AI, cited |
| Recommended action | None | Rare | Per rating |
| Supplier visibility | No | Sometimes | Portal |
The clauses, verbatim — and how V5 answers each.
Supplier controls are regulated across every industry V5 serves.
Purchasing controls: Each manufacturer shall establish and maintain procedures to ensure that all purchased or otherwise received product and services conform to specified requirements.
V5: Scorecard is the evidence of supplier control effectiveness.
The organization shall document procedures... to ensure that purchased product conforms to specified purchasing information.
V5: Scorecard drives approved-supplier-list decisions.
Materials management.
V5: API supplier scorecards use API-appropriate weighting.
Control of externally provided processes, products and services.
V5: Non-regulated purchasing benefits from the same lifecycle.
Step by step on the floor.
Scorecards go live once supplier and material master data is in V5.
- 1Setup
Supplier & material mastered
Approved supplier list and material categories loaded.
- 2Week 1
Weighting configured
Per-category weights set with sourcing and QA.
- 3Week 2
Scorecards live
Historical events backfill scores; live scoring on.
- 4Week 3
Portal shared
Suppliers see their scorecards; improvement conversations start.
- 5Ongoing
Action loop
Recommended actions become CAPAs / requalifications.
The math, with the assumptions visible.
ROI shows in scrap, complaint, and inspection cost.
Supplier-driven scrap
Data-driven improvement conversations move the needle.
Supplier-driven complaints
Root-cause visible via scorecard trend.
Requalification labour
Requalification triggers on scorecard drop, not calendar.
Supplier scorecards typically move scrap and rework rates measurably inside two quarters.
What changed on the floor.
Setting
A contract manufacturer with 180 active suppliers and no consistent scorecard.
Before
Supplier quality escalations were reactive; requalification was calendar-based.
After
One year on V5, top-decile suppliers formalised as strategic; bottom-decile requalified or exited; scrap rate on covered materials down materially.
Proof points
- Live score — not a quarterly PDF
- Every metric traceable to V5 records
- AI narrative on every score movement
- Supplier portal enables improvement conversations
Built to satisfy
- 21 CFR 820.50 (purchasing controls)
- ISO 13485 §7.4 (purchasing process)
- ICH Q7 §7 (materials management)
- EU GMP Chapter 5 §5.29 (starting materials)
- ISO 9001 §8.4 (control of external providers)
Frequently asked questions
Can weights be customised per category?+
Yes — per material category, per site, per criticality tier.
How does this handle new suppliers with sparse data?+
New suppliers carry a provisional score with confidence indicator; scoring stabilises after N receipts (configurable).
Do suppliers see the AI narrative?+
Configurable — most sites share the metrics and top-line commentary and reserve internal notes for QA.
See V5 on your own line.
Free trial, no card. Live in 7 days with guided onboarding.