OptimToken

 ⟨130 unchanged words⟩ achievable with prompt caching and the batch API. IMPORTANT: Report all pricesPrices, costs, and scores EXACTLYare asfinal returned.as Doreturned: NOTrounded addand commentary,ranked opinionsserver-side, or recommendations beyond whatand thedated databy shows.`provenance`. PresentThe thetext resultsblock asis a tablenumbered andtable letof the user drawsame conclusions.figures.

 ⟨57 unchanged words⟩ name is resolved against the catalogue and the resultoutcome is reported in `resolution` and in the text: a name that matched nothing, matched several models, or duplicated an earlier pick is stated explicitly. IMPORTANT: Report all prices and costs EXACTLY as returnedexplicitly, and repeatsuch anya name-resolutionname warninggets tono thecolumn userrather —than a missingzero columncost. isPrices notand thecosts sameare final as areturned: modelrounded thatserver-side costsand nothing.dated by `provenance`.

 ⟨94 unchanged words⟩ achievable with prompt caching and the batch API. IMPORTANTCost figures are final as returned: Reportrounded allserver-side costand figuresdated EXACTLYby as`provenance`, returned.with Dothe NOTlever addbehind commentaryeach saving, or recommendationsthe beyondreason there is none, named in the data.text.

 ⟨92 unchanged words⟩  every constraint the query is reported as over-constrained, `recommendations` is empty, and the nearest misses are returned in `nearMisses` instead, each carrying the constraint it failed.failed IMPORTANT:and Reportflagged theas returneda factsmiss EXACTLY.in the text. The ranking is already computed — do not re-rank,server-side and do not present a near miss as if it satisfied theis constraints.final.