Claude Opus 4.7 vs Ternary Bonsai 8B

At a Glance

Compare
Intelligence, Cost, and Efficiency
IntelligenceHigher is better · MM Intelligence v2.5#11 of 4679.0 score · 3/3 sources · completeUnrankedNot in the 46-model eligible cohort
CostLower is better · Published-token output estimate#37 of 44$0.286 per LiveBench caseUnrankedNot in the 44-model eligible cohort
EfficiencyHigher is better · MM Efficiency v1.5#20 of 3852.7 score · 3/3 sources · completeUnrankedNot in the 38-model eligible cohort
Pricing and Limits
Input priceFrom · USD / 1M tokens$5.00Anthropic · Sep 3, 2026Not reported
Output priceFrom · USD / 1M tokens$25.00Anthropic · Sep 3, 2026Not reported
Context windowMaximum documented tokens1,000K66K
Model facts checkedSep 3, 2026View model evidence →Sep 18, 2026View model evidence →

Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →

Available Benchmarks

All benchmark results →
No Protocol-Matched Benchmark Yet.Results appear here only when both models share the same benchmark version, metric, evaluation protocol, and evidence class.

Side-by-Side Facts

FieldClaude Opus 4.7Ternary Bonsai 8B
DeveloperAnthropicPrismML
FamilyClaude 4Bonsai 8b
ModelClaude Opus 4.7Ternary Bonsai 8B
VersionClaude Opus 4.7Ternary Bonsai 8B
Lifecycleactiveactive
Released2026-04-162026-04-18
Knowledge cutoff2026-01-01Unknown
Input modalitiesText, ImageText
Output modalitiesTextText
Context window1,000K66K
Total parametersUnknown8.2B
Active parametersUnknownUnknown
LicenseUnknownapache-2.0
Open weightsNoYes
API availableYesNo
Self-hostableNoYes
Provider accessAnthropic (Standard), Deepinfra (Standard)Unknown
Capabilitieschat, generation, reasoning, structured_outputs, toolschat, generation
Effective bit widthUnknown1.58 bits per weight
Weight sizeUnknown2.18 GB
Weight formatUnknownTernary Q2_0

Claude Opus 4.7 Capabilities

chatgenerationreasoningstructured outputstools
Serving providers2
Canonical IDanthropic/claude-opus-4-7

Ternary Bonsai 8B Capabilities

chatgeneration
Serving providers0
Canonical IDprism-ml/Ternary-Bonsai-8B

Primary Evidence

Sources and Freshness

Questions

Claude Opus 4.7 vs Ternary Bonsai 8B FAQs

Is Claude Opus 4.7 or Ternary Bonsai 8B better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both Claude Opus 4.7 and Ternary Bonsai 8B, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, Claude Opus 4.7 or Ternary Bonsai 8B?+

Only Claude Opus 4.7 has a directly sourced input price: $5.00 per million tokens. Only Claude Opus 4.7 has a directly sourced output price: $25.00 per million tokens.

Which has a larger context window, Claude Opus 4.7 or Ternary Bonsai 8B?+

Claude Opus 4.7 has the larger sourced context window. Claude Opus 4.7 supports 1,000K and Ternary Bonsai 8B supports 66K.

Which performs better in benchmarks, Claude Opus 4.7 or Ternary Bonsai 8B?+

There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.

Can Claude Opus 4.7 or Ternary Bonsai 8B be self-hosted?+

Ternary Bonsai 8B is the only model in this pair currently marked as self-hostable. Claude Opus 4.7 is not marked open weight; Ternary Bonsai 8B is open weight.

Can Claude Opus 4.7 and Ternary Bonsai 8B understand images?+

Claude Opus 4.7 is documented with image input; Ternary Bonsai 8B is not documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, Claude Opus 4.7 or Ternary Bonsai 8B?+

Neither has a larger sourced maximum output. Claude Opus 4.7 is 128K and Ternary Bonsai 8B is —.

Do Claude Opus 4.7 and Ternary Bonsai 8B support reasoning and tool use?+

Claude Opus 4.7: reasoning, tool calling, and image input. Ternary Bonsai 8B: none of these features are definitively sourced. Feature support does not establish relative quality.

Which is available from more inference providers, Claude Opus 4.7 or Ternary Bonsai 8B?+

Claude Opus 4.7 has 2 sourced provider routes; Ternary Bonsai 8B has 0, so Claude Opus 4.7 has broader tracked availability.

Which offers better value, Claude Opus 4.7 or Ternary Bonsai 8B?+

There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.

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