STAGING COMPARISONS / DIRECT LLM REVIEW
DeepSeek
V4.1 Flash
Three scoped candidates.
Keep the broader migration on hold.
Text + image input. Text output. Existing model chains remain unchanged pending approval.
243cases reviewed / 41 services
242 / 243DeepSeek responses returned
159 + 84historical reconstructions + fresh pairs
19.7 smedian wall time · p95 294.7 s
Historical coverage remains incomplete. Fresh comparisons do not replace missing historical runs. Calendar refresh has one saved run; product pack briefs have two plans. The one failed director case remains a failure.
01 / RECOMMENDATION
Where a narrow trial looks reasonable
A candidate is a review recommendation, not approval. These samples do not establish a universal winner or end-to-end generated-media quality.
02 / FULL REVIEW
Compare every service
Select a service, then open its cases to read the captured inputs and both final outputs.
03 / EVIDENCE & LIMITS