Support reply drafter

Use case Β· Support

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Support reply drafter

Support

Draft an accurate, empathetic support reply from the ticket + a KB snippet β€” and flag when it should be escalated to a human instead of guessing.

The routing recipe
Job typeGeneral chat / assistantPolicyFastest that passes
routes to
GPT-OSS 20B groq
groq:openai/gpt-oss-20b
90.4
match score
77.7
task fit
100
cost
96.4
speed
Why this model from benchmarks & capabilities
  • "General chat / assistant" leans hardest on instruction; GPT-OSS 20B scores 78/100 there β€” #23 of 40.
  • Strength on this class of work shows up on LMArena Elo, MT-Bench, IFEval, where OpenAI (open-weight) models are competitive.
  • Cost: free tier. Speed: ~1000 tok/s on Groq LPU.
  • Chosen over GPT-OSS 120B for cheaper & faster.
Capability the job needsWeightGPT-OSS 20BCatalog rank
instruction0.8078#23 of 40
knowledge0.6070#26 of 40
speed0.6096#1 of 40
Relevant benchmarksLMArena Elo MT-Bench IFEval EconomicsCost: free tier.
Speed: ~1000 tok/s on Groq LPU.
vs runner-upChosen over GPT-OSS 120B for cheaper & faster. (GPT-OSS 120B, score 85.2)
Example result
Sample input β–Ύ
Ticket: "Exports have failed all morning with a 500 β€” this is blocking our board deck due at noon." KB snippet: "Large CSV exports over ~50k rows can time out; use Filtered Export, or the API with pagination."
Hi β€” sorry this is hitting you right before a deadline, let's get you unblocked. The 500 is almost certainly an export timeout: exports above ~50,000 rows can exceed the limit. Two fast options: 1. Use Filtered Export (date or segment) to pull the deck data in smaller chunks. 2. If you need everything, the API paginates and won't time out β€” happy to share a ready-to-run snippet. Want me to generate the filtered export for your board metrics right now so you have it before noon?
Test it on your own data
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