MolmoWeb 4B vs Claude Opus 4.6

At a Glance

Compare
Intelligence, Cost, and Efficiency
IntelligenceHigher is better · MM Intelligence v2.5UnrankedNot in the 46-model eligible cohort#12 of 4676.2 score · 3/3 sources · complete
CostLower is better · Published-token output estimateUnrankedNot in the 44-model eligible cohort#33 of 44$0.241 per LiveBench case
EfficiencyHigher is better · MM Efficiency v1.5UnrankedNot in the 38-model eligible cohort#19 of 3853.2 score · 3/3 sources · complete
Pricing and Limits
Input priceFrom · USD / 1M tokensNot reported$5.00Anthropic · Sep 3, 2026
Output priceFrom · USD / 1M tokensNot reported$25.00Anthropic · Sep 3, 2026
Context windowMaximum documented tokens10K1,000K
Model facts checkedSep 3, 2026View model evidence →Sep 3, 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

FieldMolmoWeb 4BClaude Opus 4.6
DeveloperAi2Anthropic
FamilyMolmowebClaude 4
ModelMolmoWeb 4BClaude Opus 4.6
VersionMolmoWeb 4BClaude Opus 4.6
Lifecycleactiveactive
Released2026-03-202026-02-05
Knowledge cutoffUnknown2025-05-01
Input modalitiesText, ImageText, Image
Output modalitiesTextText
Context window10K1,000K
Total parameters4.9BUnknown
Active parametersUnknownUnknown
Licenseapache-2.0Unknown
Open weightsYesNo
API availableNoYes
Self-hostableYesNo
Provider accessUnknownAnthropic (Standard)
Capabilitieschat, computer-use, generation, tools, visionchat, generation, reasoning, structured_outputs, tools

MolmoWeb 4B Capabilities

chatcomputer-usegenerationtoolsvision
Serving providers0
Canonical IDallenai/MolmoWeb-4B

Claude Opus 4.6 Capabilities

chatgenerationreasoningstructured outputstools
Serving providers1
Canonical IDanthropic/claude-opus-4-6

Primary Evidence

Sources and Freshness

Questions

MolmoWeb 4B vs Claude Opus 4.6 FAQs

Is MolmoWeb 4B or Claude Opus 4.6 better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both MolmoWeb 4B and Claude Opus 4.6, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, MolmoWeb 4B or Claude Opus 4.6?+

Only Claude Opus 4.6 has a directly sourced input price: $5.00 per million tokens. Only Claude Opus 4.6 has a directly sourced output price: $25.00 per million tokens.

Which has a larger context window, MolmoWeb 4B or Claude Opus 4.6?+

Claude Opus 4.6 has the larger sourced context window. MolmoWeb 4B supports 10K and Claude Opus 4.6 supports 1,000K.

Which performs better in benchmarks, MolmoWeb 4B or Claude Opus 4.6?+

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

Can MolmoWeb 4B or Claude Opus 4.6 be self-hosted?+

MolmoWeb 4B is the only model in this pair currently marked as self-hostable. MolmoWeb 4B is open weight; Claude Opus 4.6 is not marked open weight.

Can MolmoWeb 4B and Claude Opus 4.6 understand images?+

MolmoWeb 4B is documented with image input; Claude Opus 4.6 is documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, MolmoWeb 4B or Claude Opus 4.6?+

Neither has a larger sourced maximum output. MolmoWeb 4B is — and Claude Opus 4.6 is 128K.

Do MolmoWeb 4B and Claude Opus 4.6 support reasoning and tool use?+

MolmoWeb 4B: tool calling and image input. Claude Opus 4.6: reasoning, tool calling, and image input. Feature support does not establish relative quality.

Which is available from more inference providers, MolmoWeb 4B or Claude Opus 4.6?+

MolmoWeb 4B has 0 sourced provider routes; Claude Opus 4.6 has 1, so Claude Opus 4.6 has broader tracked availability.

Which offers better value, MolmoWeb 4B or Claude Opus 4.6?+

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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