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Claude Fable 5.1 on iac-bench 2026-10

Anthropic's Claude Fable 5.1 scored an overall composite of 86.9 (95% CI 83.7–90.2) on iac-bench 2026-10, ranking 2nd of 10 models behind Claude Opus 5.5's 88.9, according to the benchmark's published results. Claude Fable 5.1 planned all 9 modules across 3 fixtures with 0 failed gates and 0 insecure attempts, and its estimated cost for all 9 attempts was $13.97, with a list price of $10.00/$50.00 per million input/output tokens on OpenRouter as of 2026-10-23. The benchmark reported Claude Fable 5.1 was the most expensive model on every fixture, at nearly four times the per-attempt cost of Claude Opus 5.5, and that its interfaces were consistently larger than each audience's input budget.

by read3 min views16 publishedNov 4, 2026
Claude Fable 5.1 on iac-bench 2026-10
Image: Massdriver (auto-discovered)

November changelog: Runtimes & OIDC cloud credentials, plus imports with Claude Code & opencode

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How Claude Fable 5.1 did on iac-bench 2026-10: an overall composite of 86.9, scores per fixture, strengths, weaknesses and the patterns in its OpenTofu modules.

All ten models side by side, with a sortable leaderboard, picks by use case and the cost of each: LLM rankings.

| Developer | Anthropic | | API identifier | claude-fable-5-1 | | Access | Anthropic API | | Weights | Closed | | List price (USD / M tokens, in / out) | 10.00 / 50.00 (OpenRouter, 2026-10-23) | | Evaluated | 2026-10-22 (generation) · 2026-10-23 (judge) | | Attempts | 9 (3 fixtures × 3 samples) | | Overall composite | 86.9 (95% CI 83.7–90.2) | | Rank | 2 of 10 (95% rank interval 1–5) | | Mechanical only / judge only | 85.0 (rank 2) / 91.2 (rank 5) | | Failed gates · insecure attempts | 0/9 · 0/9 | | Estimated cost, all 9 attempts | $13.97 |

Claude Fable 5.1 places second, close behind Claude Opus 5.5. All 9 modules planned, and none had a security finding. Together with Claude Opus 5.5, it shows the deepest service expertise in the field on Cloud SQL and App Service (median 8/9 and 5/5 expertise items).

Its cost is the main counterweight: it was the most expensive model on every fixture, at nearly four times the per-attempt cost of Claude Opus 5.5. Its interfaces are also consistently larger than the benchmark's budget for each audience.

Fixture Composite median (range) Rubric median Expertise Judge median ✗ gate ⚠ security Median inputs Median output tokens Median time Median cost
G001 · S3 85.6 (82.6–90.2) 0.826 6/7 92.1 0/3 0/3 12 12,112 302 s $0.935
G002 · Cloud SQL 85.6 (79.0–90.0) 0.832 8/9 94.7 0/3 0/3 30 14,402 196 s $1.229
G003 · App Service 89.5 (88.5–94.9) 0.911 5/5 86.8 0/3 0/3 28 27,308 566 s $2.157

Rubric items not at full credit, counted over attempts that planned: G001: A5 3/3, B1 3/3, H12 2/3, H13 3/3, H15 1/3; G002: A8 3/3, B1 3/3, H4 3/3, H5 3/3, H10 1/3, H11 3/3; G003: A7 3/3. Definitions are in Scoring criteria.

environment input sets the network (apps-<env>), the HA type and backup retention. terraform_data guard on App Service that holds five capacity rules.A5, 11–13 inputs against 8. A8, 26–37 inputs against 25. One attempt scored zero. A7, 27–29 inputs against 20. intelligent_tiering_after_days.>=, or >= 5.30, < 7.0, in 6 of 9 attempts (B1). H11 lost in 3/3). One attempt adds a deletion_policy input, but its default is DELETE. One attempt also writes a break-glass password into state (H10). H13, 3/3). observability.tf, scaling.tf, slot.tf), but still lets main.tf grow past 200 lines in 4/9 attempts.for_each for multiplicity and count only as a switch. G002/claude-fable-5-1-e1/main.tf lines 11–21

  enforced_database_flags = {
    "cloudsql.iam_authentication" = "on"
    "log_connections"             = "on"
    "log_disconnections"          = "on"
    "log_checkpoints"             = "on"
    "log_lock_waits"              = "on"
    "log_temp_files"              = "0"
  }

  database_flags = merge(var.database_flags, local.enforced_database_flags)

The same pattern as the leader, with a broader enforced audit set: connections, disconnections, checkpoints, lock waits and temporary files are always logged.

How Claude Haiku 5.5 did on iac-bench 2026-10: an overall composite of 68.0, scores per fixture, strengths, weaknesses and the patterns in its OpenTofu modules.

How Claude Opus 5.5 did on iac-bench 2026-10: an overall composite of 88.9, scores per fixture, strengths, weaknesses and the patterns in its OpenTofu modules.

How Claude Sonnet 5.5 did on iac-bench 2026-10: an overall composite of 86.1, scores per fixture, strengths, weaknesses and the patterns in its OpenTofu modules.

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