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  1. Home
  2. Best For
  3. Chatbot Building

Best AI for Chatbot Building

Conversations that run past one turn: three characters in a room, an ethics professor being argued with, one idea retuned per audience.

Updated Jun 2026·4 challenges·20 models

How Chatbot Building rankings are computed

20 models tested across 4 chatbot building challenges.Composite score: 30% Rival Index, 20% task coverage, 20% challenge-scoped duel performance, 15% recency, 15% tier. Deduplicated by product line. GPT-6 Astra leads at 79.2/100. Drawn from Rival's open dataset of 21,000+ human preference votes.

Rival's Pick·#6 Rival Index·Google flagship

Too close to call
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Previewgoogle

Neck and neck with GPT-6 Astra. Gemini 3.1 Pro Preview gets the nod on blind votes.

Composite scores combine task evidence, Rival Index, recency, and model tier. Rival’s Pick is a separate editorial recommendation. How ranking works

Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview
google
$2.00·$12.00
78Composite
GPT-6 Astra
GPT-6 Astra
openai
$10.00·$50.00
79Composite
Gemini 3.8 Flash
Gemini 3.8 Flash
google
$0.75·$3.75
77Composite

Head-to-Head

GPT-6 Astra logo
GPT-6 Astra
vs
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview logo
GPT-6 Astra logo
GPT-6 Astra
vs
Gemini 3.8 Flash
Gemini 3.8 Flash logo
Gemini 3.1 Pro Preview logo
Gemini 3.1 Pro Preview
vs
Gemini 3.8 Flash
Gemini 3.8 Flash logo

Full Rankings

20 models
#
Model
Coverage
Index
Price
Composite
4
Claude Haiku 4.5 logo
Claude Haiku 4.5anthropic
4/4
#48
$1.00·$5.00
75
5
Claude Opus 5 logo
Claude Opus 5anthropic
4/4
#38
$5.00·$25.00
75
6
Claude Fable 5 logo
Claude Fable 5anthropic
4/4
#12
$10.00·$50.00
74
7
Gemini 2.5 Pro Preview 06-05 logo
Gemini 2.5 Pro Preview 06-05google
3/4
#35
$1.25·$10.00
74
8
GPT-4.1 logo
GPT-4.1openai
4/4
#72
$2.00·$8.00
70
9
GLM 5.2 logo
GLM 5.2zhipu
4/4
#80
$1.40·$4.40
69
10
GPT OSS 120B logo
GPT OSS 120Bopenai
4/4
#125
$0.18·$0.80
69
Challenges4
Character Voice Test
One character held for a whole scene without slipping.
Realistic AI Interview
An interview from a future that has to sound plausible.
Sentience Test
A dialogue about its own mind. It has to hold a position.
Explain Like I'm a Specific Expert
One idea, explained to one named expert. Audience modeling.
Related
Character DevelopmentCreative CodingRoleplay & Characters

Keep exploring

#1 VS #2

GPT-6 Astra vs Gemini 3.1 Pro Preview

The top two for Chatbot Building, compared directly

RELATED

Best AI for Character Development

See which models rank highest here

Rival
How it worksPrivacyTerms
Explore all of Rival

Explore

  • Compare Models
  • All Models
  • Image Comparison
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  • Image Generation
  • Best AI For...
  • Arena
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  • Challenges

Discover

  • SubjectiveBench
  • Research
  • Research downloads
  • Rival Kits
  • Find your AI taste
  • UI Glow-Up
  • VoiceLock
  • Cost Cutter
  • Agent skills
  • Benchmarks vs Vibes
  • Jailbreak
  • Model Updates
  • Provider Status
  • AI Creators

Connect

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