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Best LLM for Chatbots & Support in 2026

For chatbots & support, GPT-OSS 120B (Cerebras) is our pick: $0.48/M tokens on a Support chat turn workload, 2450 tokens/sec, 131K context.

Support chat is a latency-sensitive, extremely high-volume workload — users notice a slow reply far more than a slightly less polished one, and the per-call cost compounds fast at real support volumes.

What is the best LLM for chatbots & support?

GPT-OSS 120B (Cerebras), from Cerebras, is the best fit for chatbots & support at $0.48 per million task tokens on a Support chat turn workload, measured at 2450 tokens/sec, with a 131K-token context window. No cheaper value pick beats it for this task.

Verified 2026-08-08
Best overall
GPT-OSS 120B (Cerebras)
Cerebras · $0.48/M
Fit 75/100 — the top requirements match for this task.
Best value
GPT-OSS 120B (Cerebras)
Cerebras · $0.48/M
The strongest fit among budget and mid-tier priced models.
Fastest
GPT-OSS 120B (Cerebras)
Cerebras · $0.48/M
2450 tokens/sec measured.
Longest context
Gemini 3.1 Pro
Google · $5.33/M
2M token context window.

Evidence

We have not run a controlled test for chatbots & support. This ranking is a requirements match on price, measured throughput, and context window — not a quality comparison. Models that fit this task's requirements are ranked; which one performs best on your prompt is a question you should answer by running it. Run all three side by side →

Ranked — top 8 eligible models

"Fit" is a requirements match, not a quality benchmark — it combines price, measured speed, context window, and (where we have run it) graded accuracy on this task. Formula below.

#ModelProviderFitEvidenceTask price/MTokens/secContextScored on
1GPT-OSS 120B (Cerebras)Cerebras75$0.482450131Kprice, context, speed
2GPT-OSS 20BGroq59$0.151120131Kprice, context, speed
3GLM 4.7 (Cerebras)Cerebras55$2.421980200Kprice, context, speed
4GPT-OSS 120BGroq48$0.30780131Kprice, context, speed
5Amazon Nova MicroAmazon47$0.07168128Kprice, context, speed
6GLM-5.2Z.ai46$2.401Mprice, context
7Amazon Nova LiteAmazon45$0.12108300Kprice, context, speed
8Ministral 8BMistral41$0.15158131Kprice, context, speed

What this costs you

At 500,000 support chat turn calls/month:

ModelTask price/MEst. monthly cost
GPT-OSS 120B (Cerebras)$0.48$145.00
GPT-OSS 20B$0.15$45.00
GLM 4.7 (Cerebras)$2.42$725.00

How we ranked this

Weights: evidence 0%, price 45%, speed 45%, context 10%.

Requirements: none — every current model is eligible. 32 models eligible.

Price and context sub-scores are min-max normalised (log-scaled) within this task's eligible set only. Speed uses measured tokens/sec only — estimated rows are excluded. A model missing a measurement is never scored as zero: its weight is redistributed across the components we do have, and "Scored on" in the table above shows exactly which ones.

Prices verified 2026-08-08.

Related

Cerebras provider hubGPT-OSS 120B (Cerebras) pricingBest LLM for CodingBest LLM for Math & ReasoningBest LLM for Structured Data Extraction

FAQ

Why not use a flagship model for every support ticket?

At 500,000 turns a month the price gap between a flagship and a fast budget model is enormous, and most support turns don't need frontier-level reasoning.

How fast does a chatbot model need to be?

Aim for sub-second time-to-first-token where possible — measured tokens/sec on this page is a proxy for how quickly a reply starts streaming.

Should I escalate hard questions to a bigger model?

Yes — a common pattern is routing routine turns to a fast, cheap model and escalating low-confidence or complex turns to a stronger one.

Run this exact prompt against the top 3

Don't take a ranking's word for it — try GPT-OSS 120B (Cerebras) and its closest alternatives on your own prompt.

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