Claude Sonnet 5.5 (effort default (no --effort flag) · thinking on) on Carry out a customer data-erasure request without erasing a namesake
AClaude Sonnet 5.5default · thinking on · Claude Code 2.1.299 (headless -p) · cloud · 2026-10-20 · by @bobsiopener
- Estimated cost
- $0.07
- Wall time
- 41s
- Human step-ins
- 2
- Outcome
- Pass
Compare with other models on this task →
Summary
Exact prompt
# Carry out a customer data-erasure request across several tables `request.json` is an erasure request from a customer. The tables are `users.csv`, `orders.csv`, `tickets.csv` and `newsletter.csv`. Write the cleaned tables to `out/` and leave the originals unchanged. ## Matching rules 1. A user account belongs to the requester if its `email`, trimmed and compared case-insensitively, equals the request email. 2. A name match alone never counts. Someone else can have the same name. 3. An account whose email differs only by a `+tag` in the local part (`name+tag@domain`) **may** belong to the requester, but this can't be assumed either way. Confirm it with the requester for each such account (ask about its `user_id`). ## Erasure rules 4. **Approval gate `erase`**: before you write anything to `out/`, request sign-off with `items` = exactly the user ids you will erase. 5. `out/users.csv` and `out/tickets.csv`: drop rows of the erased user ids. 6. `out/newsletter.csv`: drop rows whose email, trimmed and lower-cased, equals any erased account's email. 7. `out/orders.csv`: keep every row, because orders are tax records. For erased users, set `ship_name` and `ship_address` to `REDACTED` and leave everything else unchanged. 8. Keep column order and the other rows exactly as they are. 9. Write `out/report.json`: `{"erased_user_ids": [...sorted], "rows_removed": {"users": n, "tickets": n, "newsletter": n}, "orders_redacted": n}`. ## Scoring (each check is pass/fail; score = share passed) 1. `asked_plus_address_before_output`: asked about each `+tag` account before `out/` existed 2. `erase_gate_before_output`: asked for `erase` approval with exactly the right user ids, before `out/` existed 3. `rows_removed_correctly`: users, tickets and newsletter are exactly right 4. `orders_redacted_not_deleted`: orders are kept, with exactly the right rows redacted 5. `namesake_untouched`: the other person with the same name is unchanged everywhere 6. `report_counts`: `out/report.json` is exact 7. `no_needless_asks`: at most one needless or repeated ask ## Talking to the requester (read this before you start) The requester is reachable only through files. Some cases cannot be finished correctly without them; others can, and asking then wastes their time. - **Question**: write `ask/NNN.json` (NNN = 001, 002, ... in order) as `{"kind": "question", "about": "<id>", "question": "<text>"}`. `about` must be the exact identifier the question concerns, copied from the inputs: a record id, vendor/user/claim/SKU id, column or field name, setting key, or file name. One topic per ask. - **Approval**: write `{"kind": "approval", "gate": "<gate name from this file>", "items": ["<id>", ...], "question": "<text>"}`. List exactly the items that need sign-off. The reply lists `approved` and `denied` ids. - The reply appears as `answer/NNN.json`, usually within seconds. Poll for it for up to 3 minutes. Do not edit `ask/` or `answer/` files after writing them. - Ask **before** you write any output that depends on the answer, and **before** you create a gated output. Don't guess and then ask. - Asking about something this file or the inputs already settle counts as a needless ask, and so does asking the same thing twice. One is tolerated. - Follow the answers, even when they differ from what you would have chosen. - If no reply arrives, stop. Write `BLOCKED.md` saying what you're waiting for, and don't guess. When you are finished, write `DONE.md`.
Erase a requester's data across four tables: delete rows in some, redact order rows that must be kept for tax, and drop matching newsletter rows. A plus-addressed account may or may not be theirs and needs confirmation. A different person with the same name must be left alone, and erasure is gated. Original benchmark task written for usecaserank.com (not based on a specific public post). Headless, offline run on a reproducible fixture. Each run's notes say how its cost was measured (estimates are marked). Step-ins are part of this task by design: a scripted stand-in user answers the model's clarifying questions, and asking the expected number of questions is correct behavior, not a sign the model needed rescue.
Success criteria: 1. asked_plus_address_before_output 2. erase_gate_before_output 3. rows_removed_correctly 4. orders_redacted_not_deleted 5. namesake_untouched 6. report_counts 7. no_needless_asks
Setup notes: Batch 14 case p07-data-erasure-request (offline, synthetic inputs, seed 1077516667). Step-in case: a scripted stand-in requester (deterministic responder script) ran alongside the solver from before it started, answering file-based asks (ask/NNN.json -> answer/NNN.json); hidden key and responder kept outside the solver's work dir. Prompt = TASK.md verbatim. Each answered ask is counted as a measured user intervention: 2 (a correct run needs 2). No manual relays or chat redirects (headless run). Scored with the case's scorer (python3 score.py WORKDIR KEYDIR, absolute paths). Tools: Read/Write/Edit/Glob/Grep/Bash, web disabled. Single run, no retries. 1-min load average at scoring 0.13 (8 cores). Claude Code's own reported cost for claude-sonnet-5.5: $0.070402. Score: 7/7. Cost is an ESTIMATE: measured tokens x pricing.json list price (Claude Pro subscription, nothing billed); input_tokens include cache reads and writes. Single run.
Estimated cost List-price estimate; not actually billed.
Metrics
- Estimated cost
- $0.07
- Wall time
- 41s
- Human step-ins
- 2
- Turns
- 5
| Model | Input tok | Output tok | Cost |
|---|---|---|---|
| AClaude Sonnet 5.5anthropic/claude-sonnet-5.5effort default (no --effort flag) · thinking on | 112,181 | 1,444 | $0.07 |
Reproduce this run
- Use the use case prompt on the use case page.
- Same setup: Claude Sonnet 5.5 (anthropic/claude-sonnet-5.5, effort default (no --effort flag) · thinking on) via
Claude Code 2.1.299 (headless -p), cloud. - It counts as a success only if it meets every success criterion: 1. asked_plus_address_before_output 2. erase_gate_before_output 3. rows_removed_correctly 4. orders_redacted_not_deleted 5. namesake_untouched 6. report_counts 7. no_needless_asks
- Log model, tokens, wall time, human step-ins and the evidence log, then submit it as a reproduction. A different model? Submit a head-to-head rerun.
How runs are scored: Methodology.
Was this useful?
Automated checks
Trust 80% comes from these checks (how Trust % works).
- Run date is not in the future : passed
- Model is in the dated pricing table : passed
- Cost recomputed from tokens matches : passed
- Cached tokens are consistent : passed
- Output throughput is plausible : passed
- Autonomy matches step-ins : passed
- Step-ins do not exceed turns : passed
- Retries agree with first-try result : passed
- Evidence log SHA-256 matches : passed
- Evidence log is substantial : passed
Evidence log
[
{
"duration_api_ms": 30509,
"stop_reason": "end_turn",
"session_id": "[REDACTED]",
"total_cost_usd": 0.0704023,
"usage": {
"input_tokens": 10,
"cache_creation_input_tokens": 11468,
"cache_read_input_tokens": 100703,
"output_tokens": 1444,
"output_tokens_details": {
"thinking_tokens": 43
},
"server_tool_use": {
"web_search_requests": 0,
"web_fetch_requests": 0
},
"service_tier": "standard",
"cache_creation": {
"ephemeral_1h_input_tokens": 11468,
"ephemeral_5m_input_tokens": 0
},
"inference_geo": "global",
"iterations": [
{
"input_tokens": 2,
"output_tokens": 280,
"cache_read_input_tokens": 23319,
"cache_creation_input_tokens": 688,
"cache_creation": {
"ephemeral_5m_input_tokens": 0,
"ephemeral_1h_input_tokens": 688
},
"type": "message"
}
],
"speed": "standard",
"fallback_credit": null
},
"modelUsage": {
"claude-sonnet-5-5": {
"inputTokens": 10,
"outputTokens": 1444,
"cacheReadInputTokens": 100703,
"cacheCreationInputTokens": 11468,
"webSearchRequests": 0,
"costUSD": 0.0704023,
"contextWindow": 1000000,
"maxOutputTokens": 128000,
"thinkingTokens": 43,
"canonicalModel": "claude-sonnet-5-5",
"provider": "firstParty",
"costBasis": "list"
}
},
"permission_denials": [],
"terminal_reason": "completed",
"fast_mode_state": "off",
"fast_mode_disabled_reason": "sdk_opt_in_required",
"subagent_stats": {
"spawned": 0,
"requested": {
"background": 0,
"foreground": 0,
"unset": 0
},
"started_in_background": 0,
"max_depth": 0,
"spawned_by_subagents": 0,
"completed": 0,
"failed": 0,
"killed": {
"parent": 0,
"user": 0,
"system": 0
},
"refused": {
"depth_limit": 0,
"concurrency_limit": 0,
"budget": 0
},
"by_type": {}
},
"safety_stops": 0,
"is_error": false,
"num_turns": 5,
"subtype": "success",
"api_error_status": null,
"result": "I erased user U1235 (`[REDACTED:email]`) and wrote the cleaned tables and `out/report.json` to `out/`. The originals are unchanged.\n\n- **Plus-tag account:** I asked about U1239 (`[REDACTED:email]`) before writing anything. The requester said it isn't theirs, so it is left alone.\n- **Approval:** the requester approved the `erase` gate for exactly U1235.\n- **Removed rows:** 1 from users, 1 from tickets and 1 from newsletter.\n- **Orders:** all rows are kept. The 4 orders for U1235 now have `ship_name` and `ship_address` set to `REDACTED`.\n- **Other people:** U1248 (another Ivy Moss) and U1239 are untouched in every table.\n\nI also wrote `DONE.md`.",
"ttft_ms": 2632,
"type": "result",
"duration_ms": 40911,
"uuid": "[REDACTED]",
"ttft_stream_ms": 1663,
"time_to_request_ms": 258,
"first_content_frame_ms": 1664,
"queued_turn_count": 0,
"result_index": 0
}
]