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Support reply drafter
SupportDraft an accurate, empathetic support reply from the ticket + a KB snippet — and flag when it should be escalated to a human instead of guessing.
The routing recipe
Job typeGeneral chat / assistantPolicyFastest that passes
routes to
DiffusionGemma 26B-A4B nvidia
nvidia:google/diffusiongemma-26b-a4b-it
91.3
match score
78.1
task fit
100
cost
97.7
speed
Why this model from benchmarks & capabilities
- "General chat / assistant" leans hardest on instruction; DiffusionGemma 26B-A4B scores 76/100 there — #40 of 54.
- Strength on this class of work shows up on LMArena Elo, MT-Bench, IFEval, where Google models are competitive.
- Cost: runs on NVIDIA free credits / self-hostable NIM — effectively $0 marginal. Speed: ~1100 tok/s (estimated).
- Chosen over GPT-OSS 20B for higher task-fit (78.1 vs 77.7) & cheaper.
| Capability the job needs | Weight | DiffusionGemma 26B-A4B | Catalog rank |
|---|---|---|---|
| instruction | 0.80 | #40 of 54 | |
| knowledge | 0.60 | #39 of 54 | |
| speed | 0.60 | #1 of 54 |
Relevant benchmarksLMArena Elo MT-Bench IFEval
EconomicsCost: runs on NVIDIA free credits / self-hostable NIM — effectively $0 marginal.
Speed: ~1100 tok/s (estimated). vs runner-upChosen over GPT-OSS 20B for higher task-fit (78.1 vs 77.7) & cheaper. (GPT-OSS 20B, score 87)
Speed: ~1100 tok/s (estimated). vs runner-upChosen over GPT-OSS 20B for higher task-fit (78.1 vs 77.7) & cheaper. (GPT-OSS 20B, score 87)
Example result
Sample input ▾
Ticket: "Exports have failed all morning with a 500 — 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 — 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 — 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