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Recommendation · Everyday chatbot

Best evidence-backed choice for Everyday chatbot with all public sources: claude-fable-5-high.

claude-fable-5-highAnthropic · mid
Verified & stable

The main warning is thinner evidence on Chat / text.

Direct sources
16
Coverage
67%
Data version
Oct 3, 2026
Compare top optionsShare this report
Evidence behind the call
Data version Oct 3, 202616 direct source linksNo excluded sourcesAll public sources
What the data can support5 ready, 1 partial, 1 missing for the current task result.
Minimum source requirementenough direct data · enough direct data · enough direct data · enough direct data
Cost / latencyLatency is unavailable in the current verified source data.
Best pickclaude-fable-5-high
Runner-upclaude-opus-4-6-high
Coverage67% visible · 67% checked
PresetEveryday chatbot
SourcesAll public sources
Latest strong source dataOct 3, 2026
Where sources differ4 source rows behind this answer
1
claude-fable-5-highScale Labs · EnigmaEval · 39.28 · #1 · 100pctl
used for answer
2
claude-fable-5-highArena · Text Arena · Math · 1,522.252 · #2 · 100pctl
used for answer
3
claude-fable-5-highArena · Text Arena · 1,504.271 · #3 · 99pctl
used for answer
4
claude-fable-5-highArena · Text Arena · English · 1,513.317 · #3 · 99pctl
used for answer
Compare top optionsOpen comparison tableCoverage report
Ranked options

Direct matches first, then weaker or missing-data cases

Direct matches stay strict; strong models with indirect data still surface below. Open a row for its scores, source links, and caveats.

Primary group · Direct-match leaders
#1claude-fable-5-highAnthropic · mid100.067% visible
enough direct data · recent · strong · clearmid-priced price band from registry metadataLatency is unavailable in the current verified source data.
Verified and stable0.9% score spread · 100% recent data · exact direct
Fit score100.0
Strongest source datareasoning math science · chat text

claude-fable-5-high is strongest on Reasoning / math / science and Chat / text for this preset.

  • Last updated: Latest visible source row is 1 day old.
  • Where sources differ: 1-point cross-domain spread; warning threshold is 30.
  • Data checks: No open review item was matched to this recommendation.

The main warning is thinner evidence on Chat / text.

Verified rows
21
Hand-checked rows
0
Copied rows
0
Backfilled rows
0
Headline lane
Oct 3, 2026
Background data
No extra context
Formula recommendation-fit-v2.0.0.
Source linksScale LabsEnigmaEval · 39.28 · #1 · 100pctlArenaText Arena · Math · 1,522.252 · #2 · 100pctlArenaText Arena · 1,504.271 · #3 · 99pctl
Measured by
public third-party sources
Source basis
exact direct
Compared fairly because
same test setup, version groups, source-balanced before averaging
Open model
Open compare
#2claude-opus-4-6-highAnthropic · mid100.067% visible
enough direct data · recent · strong · clearmid-priced price band from registry metadataLatency is unavailable in the current verified source data.
Verified and stable0.9% score spread · 100% recent data · exact alias
Fit score100.0
Strongest source datachat text · reasoning math science

claude-opus-4-6-high is strongest on Chat / text and Reasoning / math / science for this preset.

  • Last updated: Latest visible source row is 2 days old.
  • Where sources differ: 1-point cross-domain spread; warning threshold is 30.
  • Data checks: No open review item was matched to this recommendation.

The main warning is thinner evidence on Reasoning / math / science.

Verified rows
20
Hand-checked rows
0
Copied rows
0
Backfilled rows
0
Headline lane
Oct 2, 2026
Background data
No extra context
Formula recommendation-fit-v2.0.0.
Source linksArenaText Arena · 1,504.729 · #2 · 100pctlArenaText Arena · English · 1,514.047 · #2 · 100pctlArenaText Arena · Exclude Ties · 1,524.653 · #2 · 100pctl
Measured by
public third-party sources
Source basis
exact alias
Compared fairly because
same test setup, version groups, source-balanced before averaging
Open model
Open compare
#3Claude Opus 5.5 (Adaptive Reasoning, Xhigh Effort, Default Fallback)Anthropic · mid100.0100% visible
enough direct data · recent · strong · clearmid-priced price band from registry metadataLatency is unavailable in the current verified source data.
Verified and stable8.2% score spread · 100% recent data · exact alias
Fit score100.0
Strongest source datareasoning math science · long context

Claude Opus 5.5 (Adaptive Reasoning, Xhigh Effort, Default Fallback) is strongest on Reasoning / math / science and Long context for this preset.

  • Last updated: Latest visible source row is 1 day old.
  • Where sources differ: 8-point cross-domain spread; warning threshold is 30.
  • Data checks: No open review item was matched to this recommendation.

The main warning is thinner evidence on Chat / text.

Verified rows
6
Hand-checked rows
0
Copied rows
0
Backfilled rows
0
Headline lane
Oct 3, 2026
Background data
No extra context
Formula recommendation-fit-v2.0.0.
Source linksArtificial AnalysisCritPt · 31.714 · #5 · 100pctlArtificial AnalysisIntelligence Index · 55.987 · #3 · 100pctlArtificial AnalysisHumanity's Last Exam · 57.507 · #4 · 99pctl
Measured by
public third-party sources
Source basis
exact alias
Compared fairly because
same test setup, version groups, source-balanced before averaging
Open model
Open compare
#4claude-opus-5.5-highAnthropic · mid100.0100% visible
enough direct data · recent · strong · clearmid-priced price band from registry metadataLatency is unavailable in the current verified source data.
Verified and stable4.6% score spread · 100% recent data · exact alias
Fit score100.0
Strongest source datareasoning math science · long context

claude-opus-5.5-high is strongest on Reasoning / math / science and Long context for this preset.

  • Last updated: Latest visible source row is 2 days old.
  • Where sources differ: 5-point cross-domain spread; warning threshold is 30.
  • Data checks: No open review item was matched to this recommendation.

The main warning is thinner evidence on Chat / text.

Verified rows
26
Hand-checked rows
0
Copied rows
0
Backfilled rows
0
Headline lane
Oct 3, 2026
Background data
No extra context
Formula recommendation-fit-v2.0.0.
Source linksArenaText Arena · Creative Writing · No Style Control · 1,531.845 · #1 · 100pctlArenaText Arena · Hard Prompts · 1,534.051 · #2 · 100pctlArenaText Arena · Instruction Following · 1,517.344 · #2 · 100pctl
Measured by
public third-party sources
Source basis
exact alias
Compared fairly because
same test setup, version groups, source-balanced before averaging
Open model
Open compare
#5Claude Opus 5.5 (Adaptive Reasoning, Medium Effort, Default Fallback)Anthropic · mid100.0100% visible
Source status unavailablemid price bandLatency unavailable
Verified and stable8.8% score spread · 100% recent data · exact alias
Fit score100.0
Strongest source datalong context · reasoning math science

Claude Opus 5.5 (Adaptive Reasoning, Medium Effort, Default Fallback) is strongest on Long context and Reasoning / math / science for this preset.

The main warning is thinner evidence on Chat / text.

Verified rows
6
Hand-checked rows
0
Copied rows
0
Backfilled rows
0
Headline lane
Oct 3, 2026
Background data
No extra context
Formula recommendation-fit-v2.0.0.

No source link clears the minimum source requirement.

Measured by
public third-party sources
Source basis
exact alias
Compared fairly because
same test setup, version groups, source-balanced before averaging
Open model
Open compare
Evidence & limits

Read the argument before you commit

Why this is the top optiontop reasons behind the current answer
  • claude-fable-5-high leads this preset with a 100.0 weighted fit score.
  • Its strongest visible evidence comes from Reasoning / math / science and Chat / text.
  • Coverage sits at 67%, with 67% backed by verified runtime or manual verification.
What to pressure testwhere the current answer is still fragile
  • Runner-up edge · claude-opus-4-6-high: claude-opus-4-6-high is strongest on Chat / text and Reasoning / math / science for this preset.
  • Evidence risk: The main warning is thinner evidence on Chat / text.
What would flip the answerthe assumptions the result rests on
  • If you tighten benchmark spread: claude-fable-5-high still holds if you care more about aligned evidence than upside.
  • If you tighten recency: claude-fable-5-high remains viable because the visible evidence is still fairly fresh.
  • If you require open-weight: No open-weight model currently clears the same evidence floor.
  • If cost and speed matter more: claude-fable-5-high
Why this is not a clean winlimitations to keep in mind
  • The main warning is thinner evidence on Chat / text.
  • claude-opus-4-6-high remains close enough that a different scoring recipe can still flip the public answer.
Source links6 rows behind this answer
  • Scale Labs · EnigmaEval · 39.28 · #1 · 100pctl
  • Arena · Text Arena · Math · 1,522.252 · #2 · 100pctl
  • Arena · Text Arena · 1,504.271 · #3 · 99pctl
  • Arena · Text Arena · English · 1,513.317 · #3 · 99pctl
  • Arena · Text Arena · 1,504.729 · #2 · 100pctl
  • Arena · Text Arena · English · 1,514.047 · #2 · 100pctl
Data limitswhere the public data is thin
  • cost: partial · Only registry price bands are ready; exact price calculations are not shown.
  • latency: missing · Latency is not available in the current verified shortlist data.
Not chosen6 well-known models left off

Gemini 3.5 Flash

Closest option

  • Gemini 3.5 Flash has direct evidence on part of this preset, but not enough to clear the exact-match floor.
Open model

GPT-5.4

Closest option

  • GPT-5.4 has direct evidence on part of this preset, but not enough to clear the exact-match floor.
Open model

GPT-5.6 Sol

Closest option

  • GPT-5.6 Sol has direct evidence on part of this preset, but not enough to clear the exact-match floor.
Open model

GPT-5.6 Terra

Closest option

  • GPT-5.6 Terra has direct evidence on part of this preset, but not enough to clear the exact-match floor.
Open model

deepseek-v4-pro

Closest option

  • deepseek-v4-pro has direct evidence on part of this preset, but not enough to clear the exact-match floor.
Open model

Claude Fable 5

Known current model

  • Current generated catalog does not have enough matching source links for this task preset.
Open model
Needs more source data12 tracked models with thin public data

Gemini 3.5 Flash

Google · 100% visible · 100% direct · 0% indirect

Gemini 3.5 Flash has direct evidence on part of this preset, but not enough to clear the exact-match floor.

chat textreasoning math science
Open model

GPT-5.4

OpenAI · 100% visible · 100% direct · 0% indirect

GPT-5.4 has direct evidence on part of this preset, but not enough to clear the exact-match floor.

chat textreasoning math science
Open model

GPT-5.6 Sol

OpenAI · 100% visible · 100% direct · 0% indirect

GPT-5.6 Sol has direct evidence on part of this preset, but not enough to clear the exact-match floor.

chat textreasoning math science
Open model

GPT-5.6 Terra

OpenAI · 100% visible · 100% direct · 0% indirect

GPT-5.6 Terra has direct evidence on part of this preset, but not enough to clear the exact-match floor.

reasoning math sciencechat text
Open model

deepseek-v4-pro

DeepSeek · 100% visible · 100% direct · 0% indirect

deepseek-v4-pro has direct evidence on part of this preset, but not enough to clear the exact-match floor.

reasoning math sciencechat text
Open model

glm-5.2-max

Zhipu · 100% visible · 100% direct · 0% indirect

glm-5.2-max has direct evidence on part of this preset, but not enough to clear the exact-match floor.

chat textreasoning math science
Open model

GPT-5.4 mini

OpenAI · 100% visible · 100% direct · 0% indirect

GPT-5.4 mini has direct evidence on part of this preset, but not enough to clear the exact-match floor.

chat textreasoning math science
Open model

GPT-5.4 nano

OpenAI · 100% visible · 100% direct · 0% indirect

GPT-5.4 nano has direct evidence on part of this preset, but not enough to clear the exact-match floor.

reasoning math sciencechat text
Open model

GPT-5.5

OpenAI · 100% visible · 100% direct · 0% indirect

GPT-5.5 has direct evidence on part of this preset, but not enough to clear the exact-match floor.

chat textreasoning math science
Open model

GPT-5.6 Luna

OpenAI · 100% visible · 100% direct · 0% indirect

GPT-5.6 Luna has direct evidence on part of this preset, but not enough to clear the exact-match floor.

reasoning math sciencechat text
Open model

Grok 4.3

xAI · 100% visible · 100% direct · 0% indirect

Grok 4.3 has direct evidence on part of this preset, but not enough to clear the exact-match floor.

long contextreasoning math science
Open model

grok-4.5

xAI · 100% visible · 100% direct · 0% indirect

grok-4.5 has direct evidence on part of this preset, but not enough to clear the exact-match floor.

reasoning math sciencechat text
Open model

Shareable claims with evidence

The product should generate public claims worth checking, not just filter state.

Open change report
alert
13 review items still need manual judgment

The product keeps parser and mapping ambiguity visible instead of silently guessing.

Open
sources
Artificial Analysis moved via source updated leaderboard

The saved raw source snapshot changed relative to the previous run. Window: 2026-10-03T11:41:25Z -> 2026-10-03T11:42:08Z.

Open
models
BridgeBench moved via new benchmark coverage

10 benchmark rows were added, 10 removed, and 0 existing rows changed value or evaluation date. Window: 2026-05-15T16:26:59Z -> 2026-05-15T16:34:46Z.

Open
sources
Scale Labs moved via source updated leaderboard

The saved raw source snapshot changed relative to the previous run. Window: 2026-10-03T11:41:42Z -> 2026-10-03T11:42:34Z.

Open
product
Initial comparison-table release

Added comparison-table homepage, same-test normalization, per-cell source links, source pages, and custom-ranking preview.

Open

What changed this week

alert
13 review items still need manual judgment

The product keeps parser and mapping ambiguity visible instead of silently guessing.

Open
sources
Artificial Analysis moved via source updated leaderboard

The saved raw source snapshot changed relative to the previous run. Window: 2026-10-03T11:41:25Z -> 2026-10-03T11:42:08Z.

Source-data window: 2026-10-03T11:41:25Z -> 2026-10-03T11:42:08Z

Open
models
BridgeBench moved via new benchmark coverage

10 benchmark rows were added, 10 removed, and 0 existing rows changed value or evaluation date. Window: 2026-05-15T16:26:59Z -> 2026-05-15T16:34:46Z.

Source-data window: 2026-05-15T16:26:59Z -> 2026-05-15T16:34:46Z

Open reportModelBenchmarkSource
sources
Scale Labs moved via source updated leaderboard

The saved raw source snapshot changed relative to the previous run. Window: 2026-10-03T11:41:42Z -> 2026-10-03T11:42:34Z.

Source-data window: 2026-10-03T11:41:42Z -> 2026-10-03T11:42:34Z

Open
product
Initial comparison-table release

Added comparison-table homepage, same-test normalization, per-cell source links, source pages, and custom-ranking preview.

Source-data window: 2026-04-16

Open changelog
models
Methodology contract published

Documented comparability rules, raw-vs-normalized behavior, and why unlike metrics are never averaged by default.

Source-data window: 2026-04-16

models
Artificial Analysis ID rule adopted

Stable model and creator IDs are now the preferred external identity keys when available.

Source-data window: 2026-04-15

models
BridgeBench parser fallback added

Added alternate selectors for category headers after leaderboard markup drift.

Source-data window: 2026-04-15

Data version

Current snapshot.

Published Oct 3, 2026Model list checked4 stale sources105 claim warnings9 providers · 1334 tracked models

Freshness is calculated at request time. Failed sources retain their last verified rows with a visible age penalty. View live data status.

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