Scenario economics

Forty 20-page documents, seventy-five internal case records, six external searches, two analysis passes, one verification pass, a richer summary.

Ten 20-page documents, twenty internal case records, two external searches, one analysis pass, no verification, a concise summary.

Two creative concepts, three candidate images at 1024 HIGH, an explicit review step, two fixed image-edit refinements, one final selected asset.

One creative concept, one candidate image at 1024 STANDARD, no refinement pass, one final selected asset.

Default pilot design using request planning, operational-data preparation, enterprise retrieval/reranking and grounded response generation.

Up to three data sources, five fixed query occurrences, a larger prepared result, two analysis passes, an explicit validation pass, four charts, a detailed report.

One data source, one generated query, one execution, a compact prepared result, one analysis pass, one chart, a concise report.

A reasoning document-understanding pass, classification, two extraction passes, enterprise-knowledge grounding with reranking, and a grounded final generation. The same business unit event as Standard Processing, implemented differently.

A single document-understanding pass, classification, structured extraction and one final generation pass. No enterprise retrieval grounding.

One retrieval pass and one grounded answer, with no separate verification or revision.

A larger evidence set, a stronger answering model, and explicit grounding verification and revision.

A 60-minute recording, one transcription, deeper discussion analysis, structured-outcome extraction, a separate insight pass, a separate verification pass, and a detailed written follow-up.

A 30-minute recording, one transcription, one discussion-analysis pass, one structured-outcome extraction, no insight or verification pass, and a concise written follow-up.

One realtime audio model both recognizes the customer's speech and speaks the answer, with the same text support pipeline between them. Not a single full-duplex speech-to-speech session: §2 defers that until distinct input and output durations are proven.

A dedicated speech-recognition model transcribes the customer, the existing support pipeline answers in text, and a dedicated text-to-speech model speaks the answer.

Broader external search, larger internal evidence set, stronger model selection, larger synthesis context, explicit verification, longer output.

Small external search set, compact internal retrieval, one synthesis pass, no separate verification, concise output.

Twenty internal records, six external searches, twelve source summaries, two analysis passes, one validation pass, a richer strategic brief.

Five internal records, two external searches, four source summaries, one analysis pass, no validation, a concise brief.

Focused repository inspection, one planning pass, one implementation pass, one validation pass, no repair, one review.

Larger repository context, three fixed validation occurrences and two fixed repair occurrences. The word describes the workload style, not a runtime that decides for itself.

A 10-second 720P clip, one creative plan, one render, one review, no revision, one delivered asset.

A 30-second 1080P clip, a richer shot plan, two initial renders, two reviews, two fixed prompt revisions and two revision renders — 120 generated seconds for one delivered asset.