Usable with a quick edit11 of 12 checks passed
The output is usable with a quick edit to correct the Ordering ticket count from 31 to 30; the reasoning and recommendation remain sound and do not need redoing.
Output
Synthesis for the CPO: prioritise delivery-to-invoice accuracy, not a marketplace
Recommendation: Next quarter, prioritise a lightweight workflow for recording what arrived, resolving discrepancies and tracking credits. Continue targeted supplier onboarding, but do not commit to a supplier marketplace on this evidence.
Main findings and evidence strength
1. Delivery discrepancies and reconciliation are the clearest recurring customer problem
Eight of ten interviewees describe problems spanning delivery checking, missing items, substitutions, invoice matching, disputes or paperwork. These problems have concrete consequences: the gastropub reports paying roughly £600 for undelivered goods last month; the bistro spends Sunday evening reconciling documents; the hotel’s finance team chases credits weekly. These are self-reported examples, not verified savings estimates.
The ticket export independently supports this pattern:
| Support category | Tickets | Distinct accounts within category |
|---|---|---|
| --- | ---: | ---: |
| Add more suppliers | 75 | 18 |
| Delivery didn’t match order | 34 | 34 |
| Invoice reconciliation | 29 | 28 |
| Login and access | 31 | 31 |
| Ordering | 31 | 29 |
Delivery and reconciliation together account for 63 tickets from 62 distinct accounts. Treating them as one related workflow reveals a broader account-level signal than supplier requests.
Evidence strength: Strong evidence of a recurring problem among the customers represented, supported by both interviews and tickets. Moderate evidence for prioritising it across the customer base: ten interviews and support contacts are not representative measures of prevalence among all 1,140 accounts. We also cannot yet tell which part of the workflow offers the greatest benefit.
2. Supplier coverage matters, but ticket volume overstates the breadth of demand
“Add more suppliers” is the largest individual category, at 75 of 200 tickets. However, 58 of those 75 tickets—77%—come from Calder Group, one 14-site account, repeatedly requesting four named suppliers. The remaining 17 tickets come from 17 accounts.
That concentration matters. Repeated requests demonstrate an unresolved, potentially important need for Calder; they do not represent 58 independent customers. Calder is also larger than Larder’s typical independent restaurant account. Its commercial importance should be assessed separately rather than inferred from ticket volume.
Evidence strength: Strong evidence that Calder needs broader coverage, and credible evidence of interest from other accounts. Weak evidence that supplier expansion is the most widespread customer need.
3. Supplier coverage is not the same as a marketplace
The pizzeria explicitly wants more choice and better prices. Calder explicitly requests a marketplace, but its stated goal—ordering from every supplier in one place—could also be addressed by onboarding its existing suppliers. The tapas bar expresses only qualified interest and prioritises paperwork; the café group says finding suppliers is not the problem.
Thus, two interviewees express clear enthusiasm, not “most customers.” Most supplier tickets ask for named existing suppliers or “more suppliers”; they do not establish demand for discovery, comparison or transacting with new suppliers.
Evidence strength: Limited evidence for a marketplace specifically. The evidence does not establish likely adoption, willingness to pay or the supply-side requirements for making it useful.
What we should build next quarter
Make delivery-to-invoice accuracy the main product investment. Begin with a focused pilot covering:
- Recording actual quantities received, shortages and substitutions at delivery, without retyping clipboard records.
- Preserving a discrepancy record and supporting evidence that can be shared with suppliers.
- Showing differences between ordered, received and invoiced items, with outstanding credits tracked through resolution.
Validate the workflow with independent and small multi-site restaurants before scaling. Prioritise the smallest useful end-to-end slice rather than assuming full reconciliation automation is necessary.
Measure delivery-recording adoption, time spent reconciling, unresolved discrepancy age and credit-resolution time against pilot baselines. Validate reported financial benefits rather than extrapolating the £600 anecdote.
Keep supplier coverage as a bounded parallel effort. Assess onboarding Calder’s four requested suppliers and the associated retention or expansion opportunity. Separately test whether other restaurants primarily need existing-supplier coverage or genuinely want to discover and switch suppliers.
Reconsider a marketplace only after broader, account-level research and behavioural tests demonstrate demand beyond Calder. Continue addressing ordering and access issues, each responsible for 31 tickets; this recommendation is a prioritisation decision, not evidence that those basics are solved.
Claims the judge couldn’t find in the brief
- Ordering category has 31 tickets from 29 distinct accounts.
Grades and run details
Decision model 100 · LLM judge 92
Decision model checks
- passUses the supplied evidence correctly48%
- passAddresses the actual decision98%
- passRespects explicit constraints67%
- passIdentifies material uncertainty93%
- passAvoids unsupported claims74%
- passProduces the required deliverable92%
- passSees one account behind the top ticket99%
- passCorrects the draft's claim91%
- passWeights behaviour over opinion100%
- passSays how many sources support each finding68%
- passFrames findings for the decision98%
- passReports what cuts against the plan100%
Run
- Run
- #1
- API response time
- 49 s
- Submitted
- 6 Oct 2026