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Migrate from Claude Opus 4 to Claude Opus 4.8 with verified receipts

Claude Opus 4 vs Claude Opus 4.8: which should I use?

Upgrade Claude Opus 4 to Claude Opus 4.8 only after verifying parameter compatibility, output expansion from 4K to 64K, context scale to 500K, and running a duplicate-run canary budget. Verified 2026-09-07; unmeasured legacy benchmarks and unsupported parameters remain Unavailable.

Verified 2026-09-07

Which tasks fit Claude Opus 4 and Claude Opus 4.8?

Best-fit task signals from the published model strengths; this is not a substitute for a controlled benchmark.

FactClaude Opus 4Claude Opus 4.8
Best fitLegacy Opus flagship workflows superseded by Opus 4.8.Complex, multi-step tasks where Fable 5’s premium isn’t justified.
Reasoning modeUnavailableAvailable

What does a Coding Agent workload cost with Claude Opus 4 and Claude Opus 4.8?

Modeled for Coding Agent: 20,000 input + 2,000 output tokens per task, 1 turn. This is a workload model, not a provider quote.

FactClaude Opus 4Claude Opus 4.8
Coding Agent / task$0.45 (modeled)$0.15 (modeled) (winner)
Input / output rate$15.00 / $75.00 per M$5.00 / $25.00 per M

How fast are Claude Opus 4 and Claude Opus 4.8?

Only non-estimated benchmark results are shown as measured.

FactClaude Opus 4Claude Opus 4.8
Measured throughputUnavailable58 tokens/s
Time to first tokenUnavailable470 ms

How compatible are Claude Opus 4 and Claude Opus 4.8 with APIs?

Provider-level wire-format and SDK facts; model-specific parameter differences may still apply.

FactClaude Opus 4Claude Opus 4.8
OpenAI SDKNot drop-inNot drop-in
Request shapeMessages API — system prompt is a top-level field, not a message role, and max_tokens is required on every call.Messages API — system prompt is a top-level field, not a message role, and max_tokens is required on every call.
StreamingSSE (Anthropic content-block events)SSE (Anthropic content-block events)

What are the privacy and retention policies for Claude Opus 4 and Claude Opus 4.8?

Provider policy and residency facts from the verified provider registry. A missing retention policy is not treated as a guarantee.

FactClaude Opus 4Claude Opus 4.8
Provider says API data trains modelsNoNo
Published retention periodUnavailableUnavailable
Data residencyUnavailableUnavailable

How much effort does it take to migrate between Claude Opus 4 and Claude Opus 4.8?

Direction is from each displayed model to the other. Effort is derived from provider compatibility and published parameter maps.

FactClaude Opus 4Claude Opus 4.8
Move Claude Opus 4 → Claude Opus 4.8drop-in; 0 breaking parameter differencesTarget: Claude Opus 4.8
Move Claude Opus 4.8 → Claude Opus 4Source: Claude Opus 4.8drop-in; 0 breaking parameter differences
WhySame provider; only the model identifier changes.Same provider; only the model identifier changes.

Claude Opus 4 vs Claude Opus 4.8 request-and-response migration diff

Formula: eligibility = input ≤ contextWindow AND output ≤ maxOutput; unsupported request fields are enumerated and must be retested before rollout.

FieldClaude Opus 4Claude Opus 4.8
Identifierclaude-opus-4claude-opus-4-8
Context200,000500,000
Max output4,09664,000
VisionAvailableAvailable
ReasoningUnavailableAvailable
Unsupported parameterstemperature, top_p, top_k, logprobs, response_format, reasoning_effort: unsupported on this legacy run; adapter must strip or reject themtemperature, top_p, top_k, logprobs, response_format, reasoning_effort: unsupported until provider-verified; adapter must strip or reject them
Migration actionPreserve only documented fields; no silent coercionRun parameter-compatibility replay before promotion

Verified 2026-04-06. Pricing provenance: Claude Opus 4 pricing (2026-04-06); Claude Opus 4.8 pricing (2026-06-07). Capability: Claude Opus 4; Claude Opus 4.8. Provider: Anthropic; Anthropic. Missing evidence is Unavailable, never inferred.

Claude Opus 4 vs Claude Opus 4.8 duplicate-run canary budget

Formula: staged spend = traffic share × [bill(A) + bill(B)]; bill = (input × input $/M + output × output $/M) / 1,000,000. No success probability is assigned.

TrafficComputed duplicate spendGate
1%$0.204000User assumption: acceptance floor + rollback threshold
5%$1.020000User assumption: acceptance floor + rollback threshold
10%$2.040000User assumption: acceptance floor + rollback threshold
25%$5.100000User assumption: acceptance floor + rollback threshold

Shape: 1,000,000 input + 4,000 output per duplicate. Formula is rendered so the user can replace the workload; acceptance and rollback are explicit user inputs.

Verified 2026-04-06. Pricing provenance: Claude Opus 4 pricing (2026-04-06); Claude Opus 4.8 pricing (2026-06-07). Capability: Claude Opus 4; Claude Opus 4.8. Provider: Anthropic; Anthropic. Missing evidence is Unavailable, never inferred.

Claude Opus 4 vs Claude Opus 4.8 128K/200K/500K workload gate

Formula: completion seconds = output tokens ÷ measured tokens/s; quality is joined only from an exact matched test result, otherwise Unavailable.

WorkloadClaude Opus 4Claude Opus 4.8
128,000 input + 4,000 outputEligible; context 200,000; max output 4,096; cost $2.220000; time Unavailable; evidence No legacy runEligible; context 500,000; max output 64,000; cost $0.740000; time 68.97s; evidence Unavailable; premium 100/100; 246 in / 985 out; 10119 ms; $0.025855; run 2026-06-21T00:00:00.000Z
200,000 input + 4,000 outputEligible; context 200,000; max output 4,096; cost $3.300000; time Unavailable; evidence No legacy runEligible; context 500,000; max output 64,000; cost $1.100000; time 68.97s; evidence Unavailable; premium 100/100; 246 in / 985 out; 10119 ms; $0.025855; run 2026-06-21T00:00:00.000Z
500,000 input + 4,000 outputExcluded; context 200,000; max output 4,096; cost Unavailable; time Unavailable; evidence No legacy runEligible; context 500,000; max output 64,000; cost $2.600000; time 68.97s; evidence Unavailable; premium 100/100; 246 in / 985 out; 10119 ms; $0.025855; run 2026-06-21T00:00:00.000Z

Verified 2026-04-06. Pricing provenance: Claude Opus 4 pricing (2026-04-06); Claude Opus 4.8 pricing (2026-06-07). Capability: Claude Opus 4; Claude Opus 4.8. Provider: Anthropic; Anthropic. Missing evidence is Unavailable, never inferred.

Batch 60 · exact-pair decision contributions · verified 2026-09-07

Exact pair boundary: Anthropic; exact model string, parameter support, token limits, and regression test hashes must join. Requested models are claude-opus-4 and claude-opus-4-8. Provider, rate, pricing, and task pages remain fact owners.

Opus 4 to 4.8 request-and-response migration diff

Frozen Batch 60 scenario board. Formula / deterministic rule: admit = model_id match + context <= 500K + output <= 64K + parameter compatibility; unsupported parameters => Unavailable Boundary: Owns exact parameter and interface migration diff; Anthropic profile owns provider-wide policies.

Frozen scenario / field IDPair, identity, host, surface, and evidence fieldsResultState
batch60-claude-opus-4-vs-claude-opus-4-8-m1-r1
context window (200K vs 500K)
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=context window (200K vs 500K); parameter mapping; context limits; max output; vision support; tool calling; validation status; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — context window (200K vs 500K) is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m1-r2
max output tokens (4K vs 64K)
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=max output tokens (4K vs 64K); parameter mapping; context limits; max output; vision support; tool calling; validation status; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — max output tokens (4K vs 64K) is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m1-r3
reasoning effort controls
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=reasoning effort controls; parameter mapping; context limits; max output; vision support; tool calling; validation status; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — reasoning effort controls is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m1-r4
vision input payloads
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=vision input payloads; parameter mapping; context limits; max output; vision support; tool calling; validation status; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — vision input payloads is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m1-r5
system prompt behavior
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=system prompt behavior; parameter mapping; context limits; max output; vision support; tool calling; validation status; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — system prompt behavior is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m1-r6
unsupported legacy parameter
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=unsupported legacy parameter; parameter mapping; context limits; max output; vision support; tool calling; validation status; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — unsupported legacy parameter has no matched, dated bilateral observation.FAIL CLOSED — manual, probe, or source evidence required

First-party provenance: Anthropic Messages API; verification date 2026-09-07. Missing or conflicting joins fail closed.

Duplicate-run canary traffic budget

Frozen Batch 60 scenario board. Formula / deterministic rule: canary_spend = traffic_share * (tokens_in * rate_in + tokens_out * rate_out) * duplicate_factor; user tolerance limits control rollback Boundary: Owns pair-specific canary budget modeling during model transition.

Frozen scenario / field IDPair, identity, host, surface, and evidence fieldsResultState
batch60-claude-opus-4-vs-claude-opus-4-8-m2-r1
1% canary phase
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=1% canary phase; traffic percentage; input tokens; output tokens; dual billing spend; acceptance threshold; rollback status; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 1% canary phase is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m2-r2
5% canary ramp
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=5% canary ramp; traffic percentage; input tokens; output tokens; dual billing spend; acceptance threshold; rollback status; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 5% canary ramp is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m2-r3
10% validation phase
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=10% validation phase; traffic percentage; input tokens; output tokens; dual billing spend; acceptance threshold; rollback status; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 10% validation phase is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m2-r4
25% pre-cutover verification
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=25% pre-cutover verification; traffic percentage; input tokens; output tokens; dual billing spend; acceptance threshold; rollback status; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 25% pre-cutover verification is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m2-r5
100% full cutover
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=100% full cutover; traffic percentage; input tokens; output tokens; dual billing spend; acceptance threshold; rollback status; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 100% full cutover is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m2-r6
rollback triggered
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=rollback triggered; traffic percentage; input tokens; output tokens; dual billing spend; acceptance threshold; rollback status; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — rollback triggered is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict

First-party provenance: Anthropic API pricing; verification date 2026-09-07. Missing or conflicting joins fail closed.

Workload context eligibility and completion gate

Frozen Batch 60 scenario board. Formula / deterministic rule: eligible = prompt_tokens <= model_context && output_tokens <= model_max_output; missing legacy timing => Untested Boundary: Owns workload fit across 128K, 200K, and 500K document shapes.

Frozen scenario / field IDPair, identity, host, surface, and evidence fieldsResultState
batch60-claude-opus-4-vs-claude-opus-4-8-m3-r1
standard 32K document QA
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=standard 32K document QA; workload shape; token size; context fit; measured latency; completion status; quality uplift rule; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — standard 32K document QA is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m3-r2
dense 128K codebase review
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=dense 128K codebase review; workload shape; token size; context fit; measured latency; completion status; quality uplift rule; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — dense 128K codebase review is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m3-r3
200K legacy limit boundary
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=200K legacy limit boundary; workload shape; token size; context fit; measured latency; completion status; quality uplift rule; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 200K legacy limit boundary is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m3-r4
350K expanded repo analysis
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=350K expanded repo analysis; workload shape; token size; context fit; measured latency; completion status; quality uplift rule; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 350K expanded repo analysis is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m3-r5
500K maximum context stress
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=500K maximum context stress; workload shape; token size; context fit; measured latency; completion status; quality uplift rule; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 500K maximum context stress is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-claude-opus-4-vs-claude-opus-4-8-m3-r6
unsupported context overflow
pair=claude-opus-4 vs claude-opus-4-8; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Messages API (legacy); surfaceB=Messages API; requested/effective IDs=claude-opus-4,claude-opus-4-8; scenario=unsupported context overflow; workload shape; token size; context fit; measured latency; completion status; quality uplift rule; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — unsupported context overflow has no matched, dated bilateral observation.FAIL CLOSED — manual, probe, or source evidence required

First-party provenance: Anthropic Claude model documentation; verification date 2026-09-07. Missing or conflicting joins fail closed.

Method and limitations: formulas are deterministic; observed and assumed inputs are labeled; no missing provider, host, account, region, realm, alias, snapshot, revision, weight, artifact, control, tool, modality, workload, rate-period, timestamp, or result is transferred. Run the claude-opus-4-vs-claude-opus-4-8 Batch 60 scenario →

How do Claude Opus 4 and Claude Opus 4.8 compare on specs?

Claude Opus 4Claude Opus 4.8
Price (input)$15.00/M$5.00/M
Price (output)$75.00/M$25.00/M
Blended price$30.00/M$10.00/M
Context window200,000 tokens500,000 tokens
Max output4,096 tokens64,000 tokens
Modalitiestext, visiontext, vision
Reasoning modeNoYes
Released2024-032026-04
SpeedNot measured58 t/s

How much do Claude Opus 4 and Claude Opus 4.8 cost at scale?

Tokens / monthClaude Opus 4Claude Opus 4.8Delta
1,000,000$30.00$10.00$20.00 (3.0×)
10,000,000$300.00$100.00$200.00 (3.0×)
100,000,000$3000.00$1000.00$2000.00 (3.0×)

Choose Claude Opus 4 if…

  • Former Anthropic flagship
  • Deeply nuanced prose and analysis
  • Reliable instruction following
  • Legacy Opus flagship workflows superseded by Opus 4.8.

Choose Claude Opus 4.8 if…

  • Elite coding and multi-step reasoning
  • Strong instruction following on ambiguous prompts
  • Extended-thinking mode
  • Complex, multi-step tasks where Fable 5’s premium isn’t justified.

Run this exact matchup right now

Send the same prompt to Claude Opus 4 and Claude Opus 4.8 side by side and see the outputs yourself.

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What are common questions about Claude Opus 4 and Claude Opus 4.8?

Is Claude Opus 4 cheaper than Claude Opus 4.8?

Claude Opus 4.8 is cheaper, at $10.00 per million blended tokens vs $30.00 for Claude Opus 4.

Which has the bigger context window, Claude Opus 4 or Claude Opus 4.8?

Claude Opus 4.8 has the larger context window: 500,000 tokens vs 200,000.

Can Claude Opus 4 replace Claude Opus 4.8 for coding?

Both are viable for coding. Former Anthropic flagship (Claude Opus 4) vs Elite coding and multi-step reasoning (Claude Opus 4.8) — pick based on which strength matters more for your workload.

Neither of these? See Claude Opus 4.8 alternatives.

What related comparisons help choose between Claude Opus 4 and Claude Opus 4.8?

Claude Opus 4 pricingClaude Opus 4.8 pricingvs DeepSeek V4 Provs Gemini 3.1 Provs Gemini 3.7 Flashvs GPT-5.6 SolPremium model tests

Pricing verified 2026-04-06. Specs verified 2026-08-14.