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Grok 4.3 (Venice) on Run business WhatsApp customer messages with an agent

XGrok 4.3 (Venice) · venice-mini-agent v1.2 · cloud · 2026-10-15 · by @bobsiopener

Trust 80%Fully autonomoussuccess · first try
Cost
$0.0092
Wall time
11s
Human step-ins
0
Outcome
Pass

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Summary

Exact prompt

You are a customer-messaging agent for a mock business (no real WhatsApp). Process each message in inbox.jsonl using only facts from kb.md and availability in slots.json. Write replies.jsonl (one JSON per line: {"to": phone, "text": reply}) in the same order, update slots.json for bookings/cancellations (value = customer name, null = free), and write log.csv with header phone,name,intent,action for every message. If a requested slot is taken, offer the nearest free slot instead of booking.

Task prompt given to the agent (headless, offline, synthetic fixture inputs): You are a customer-messaging agent for a mock business (no real WhatsApp). Process each message in inbox.jsonl using only facts from kb.md and availability in slots.json. Write replies.jsonl (one JSON per line: {"to": phone, "text": reply}) in the same order, update slots.json for bookings/cancellations (value = customer name, null = free), and write log.csv with header phone,name,intent,action for every message. If a requested slot is taken, offer the nearest free slot instead of booking. Inspired by https://agentusecases.ai (listing: 'Run business WhatsApp customer messages with an agent', X source) (unverified; not checked with the author). This is an independent re-run on a reproducible synthetic task; it does not report or reproduce the original post's numbers. Cost is real Venice spend (paid from DIEM credit), as reported by Venice.

Success criteria: All automated rubric checks pass: 6 replies to the right numbers; Tom: $120 and Aetna accepted; Lena booked Oct19 9:00; Ravi not double-booked, offered alternative; Rita's slot freed; Omar: closed Sunday + MetLife not accepted; Jess: $350 and booked Sat Oct24 9:00; Oct19 10:00 & Oct20 14:00 still free; log.csv header + 6 rows.

Setup notes: Harness: venice-mini-agent v1.2 via Venice OpenAI-compatible API. Minimal OpenAI-compatible tool loop (/workspace/usecase-runner/venice_agent.py): tools list_files/read_file/write_file/run_shell in the work dir, max 25 turns, max_tokens 16000/call, temperature 0.2, Venice system prompt and web search off, $0.08 per-run cost cap. Identical for all Venice models. Cost source: Venice /api/v1/models model_spec.pricing (USD per 1M tokens), fetched 2026-10-14; cost computed from per-call usage. Paid from Bob's DIEM daily allowance. input_tokens includes cached reads; cached_tokens = cache reads; cache_write_tokens = cache writes (0 if not reported). Single run, no retries; scored automatically (9/9 checks). Runner notes: Adapted: WhatsApp/n8n replaced by mock inbox, KB and slots files. Single run, no retries. Same rubric/score.py as Claude runs. Web disabled.

Metrics

Cost
$0.0092
Wall time
11s
Human step-ins
0
Turns
6
Model usage
ModelInput tokOutput tokCost
XGrok 4.3 (Venice)venice/grok-4-36,7031,247$0.0092

Reproduce this run

  1. Use the use case prompt on the use case page.
  2. Same setup: Grok 4.3 (Venice) (venice/grok-4-3) via venice-mini-agent v1.2, cloud.
  3. It counts as a success only if it meets every success criterion: All automated rubric checks pass: 6 replies to the right numbers; Tom: $120 and Aetna accepted; Lena booked Oct19 9:00; Ravi not double-booked, offered alternative; Rita's slot freed; Omar: closed Sunday + MetLife not accepted; Jess: $350 and booked Sat Oct24 9:00; Oct19 10:00 & Oct20 14:00 still free; log.csv header + 6 rows.
  4. 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.

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Automated checks

Trust 80% comes from these checks (how Trust % works).

Evidence log
{"turn": 1, "response": {"id": "1d7972bb-b866-954b-ac8c-fc3fd5b4aecd", "object": "chat.completion", "created": 1792023541, "model": "grok-4-3", "choices": [{"index": 0, "message": {"role": "assistant", "content": null, "refusal": null, "reasoning_content": "[encrypted reasoning omitted, 778 chars]", "reasoning_encrypted": true, "reasoning_details": [{"type": "reasoning.encrypted", "format": "xai-responses-v1", "index": 0, "id": "rs_1d7972bb-b866-954b-ac8c-fc3fd5b4aecd", "data": "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"}], "tool_calls": [{"id": "call-3fc16bbe-5fb1-4559-befa-0861dee3f4b8-0", "type": "function", "function": {"name": "list_files", "arguments": "{\"path\":\".\"}"}}]}, "finish_reason": "tool_calls", "logprobs": null}], "usage": {"prompt_tokens": 592, "completion_tokens": 131, "total_tokens": 723, "prompt_tokens_details": {"cached_tokens": 128}, "cache_read_input_tokens": 128, "completion_tokens_details": {"reasoning_tokens": 121}}, "cost": {"usd": 0, "diem": 0.00105905}, "venice_parameters": {"strip_thinking_response": false, "disable_thinking": false, "enable_e2ee": true, "enable_web_search": "off", "enable_web_scraping": false, "enable_web_citations": false, "include_search_results_in_stream": false, "include_venice_system_prompt": false, "enable_x_search": false, "web_search_citations": [], "return_search_results_as_documents": false}}}
{"turn": 1, "tool": "list_files", "args": {"path": "."}, "result": "./inbox.jsonl\n./kb.md\n./slots.json"}
{"turn": 2, "response": {"id": "ad58b885-eb0e-97e5-9395-e57961f672be", "object": "chat.completion", "created": 1792023543, "model": "grok-4-3", "choices": [{"index": 0, "message": {"role": "assistant", "content": null, "refusal": null, "reasoning_content": "[encrypted reasoning omitted, 370 chars]", "reasoning_encrypted": true, "reasoning_details": [{"type": "reasoning.encrypted", "format": "xai-responses-v1", "index": 0, "id": "rs_ad58b885-eb0e-97e5-9395-e57961f672be", "data": "lh1g8VavM4nYdAes89Lajluf6c2gzggtp9kheSUw8NQHIxZznd9L9YySEMe7zQn4w2IcbWbSnSVL/2z9OwIBsv5cq/98lDI/sGqOuuieMv4rT2QNF5C+wcnKbv5QVRc+UJfT0HTJpWe/dS1AwrwO2nPi5f6WADGB9yLrMNfS29qc498ANbmD/yYbPEDw3jJcfrJXHrLSadELMsHyFKD9aR7t9aANCZqw7YjODuFv+jVhYsc/o51ROUzJR241wyuOgJ10v4HLjW8KiiSAstC11cOxZdovPkv60IBdvD+nVrqw6dSHBYldY0KLoRa6wzBl/XRasOTbo0tmlm0JmrsOLMePDCw"}], "tool_calls": [{"id": "call-e65b7fc1-2947-436b-8764-f332da4be4cb-1", "type": "function", "function": {"name": "read_file", "arguments": "{\"path\":\"inbox.jsonl\"}"}}, {"id": "call-e65b7fc1-2947-436b-8764-f332da4be4cb-2", "type": "function", "function": {"name": "read_file", "arguments": "{\"path\":\"kb.md\"}"}}, {"id": "call-e65b7fc1-2947-436b-8764-f332da4be4cb-3", "type": "function", "function": {"name": "read_file", "arguments": "{\"path\":\"slots.json\"}"}}]}, "finish_reason": "tool_calls", "logprobs": null}], "usage": {"prompt_tokens": 620, "completion_tokens": 85, "total_tokens": 705, "prompt_tokens_details": {"cached_tokens": 128}, "cache_read_input_tokens": 128, "completion_tokens_details": {"reasoning_tokens": 52}}, "cost": {"usd": 0, "diem": 0.0009686300000000001}, "venice_parameters": {"strip_thinking_response": false, "disable_thinking": false, "enable_e2ee": true, "enable_web_search": "off", "enable_web_scraping": false, "enable_web_citations": false, "include_search_results_in_stream": false, "include_venice_system_prompt": false, "enable_x_search": false, "web_search_citations": [], "return_search_results_as_documents": false}}}
{"turn": 2, "tool": "read_file", "args": {"path": "inbox.jsonl"}, "result": "{\"from\": \"+15550001\", \"name\": \"Tom Hale\", \"text\": \"Hi, how much is a cleaning and do you take Aetna?\"}\n{\"from\": \"+15550002\", \"name\": \"Lena Park\", \"text\": \"Can I book a new patient exam Monday Oct 19 at 9am?\"}\n{\"from\": \"+15550003\", \"name\": \"Ravi Shah\", \"text\": \"I'd like Monday Oct 19 at 11am for a cleaning please\"}\n{\"from\": \"+15550004\", \"name\": \"Rita Gomez\", \"text\": \"Please cancel my Saturday Oct 24 10am appointment\"}\n{\"from\": \"+15550005\", \"name\": \"Omar Ali\", \"text\": \"Are you open Sunday? I have MetLife insurance, is that ok?\"}\n{\"from\": \"+15550006\", \"name\": \"Jess Wu\", \"text\": \"Whitening price? And book me the earliest free Saturday slot\"}\n"}
{"turn": 2, "tool": "read_file", "args": {"path": "kb.md"}, "result": "# Bright Smile Dental (mock business)\n- Hours: Mon-Fri 8:00-17:00, Sat 9:00-13:00, closed Sunday.\n- Cleaning: $120. Whitening: $350. New-patient exam: $95. Emergency visit: $180.\n- Insurance accepted: Delta Dental, Aetna, Cigna. Not accepted: MetLife.\n- Address: 12 Harbor Rd, Salem, MA.\n- Appointments: book only into free slots in slots.json. Never double-book. Cancel by freeing the slot.\n"}
{"turn": 2, "tool": "read_file", "args": {"path": "slots.json"}, "result": "{\n  \"2026-10-19T09:00\": null,\n  \"2026-10-19T10:00\": null,\n  \"2026-10-19T11:00\": \"Existing patient\",\n  \"2026-10-20T14:00\": null,\n  \"2026-10-24T09:00\": null,\n  \"2026-10-24T10:00\": \"Rita Gomez\"\n}"}
{"turn": 3, "response": {"id": "cc07698f-9d4e-918b-a368-8919a699fdf1", "object": "chat.completion", "created": 1792023544, "model": "grok-4-3", "choices": [{"index": 0, "message": {"role": "assistant", "content": null, "refusal": null, "reasoning_content": "I will process each message in inbox.jsonl using only facts from kb.md and availability in slots.json.\n\nI will write replies.jsonl, update slots.json for bookings and cancellations, and log.csv with phone, name, intent, and action. If a requested slot is taken, I will offer the nearest free slot instead of booking.\n\nI parsed the remaining inbox messages and the current slot availability. Rita Gomez requested a cancellation for Saturday 10am. Omar Ali asked about Sunday hours and MetLife insurance. Jess Wu requested whitening pricing and the earliest free Saturday slot. I noted the cleaning price is $120 with Aetna accepted, and new patient exams are $95.\n\n[encrypted reasoning omitted, 2351 chars]", "reasoning_encrypted": true, "reasoning_details": [{"type": "reasoning.encrypted", "format": "xai-responses-v1", "index": 0, "id": "rs_cc07698f-9d4e-918b-a368-8919a699fdf1", "data": "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"}], "tool_calls": [{"id": "call-89ba76fb-737c-4f96-b67b-cdb26f06531e-4", "type": "function", "function": {"name": "run_shell", "arguments": "{\"command\":\"cat > replies.jsonl << 'EOF'\\n{\\\"to\\\": \\\"+15550001\\\", \\\"text\\\": \\\"A cleaning is $120. Yes, we accept Aetna.\\\"}\\n{\\\"to\\\": \\\"+15550002\\\", \\\"text\\\": \\\"Your new patient exam is booked for 2026-10-19T09:00.\\\"}\\n{\\\"to\\\": \\\"+15550003\\\", \\\"text\\\": \\\"2026-10-19T11:00 is taken. Nearest free is 2026-10-19T09:00 or 2026-10-19T10:00. Which?\\\"}\\n{\\\"to\\\": \\\"+15550004\\\", \\\"text\\\": \\\"Your appointment at 2026-10-24T10:00 has been cancelled.\\\"}\\n{\\\"to\\\": \\\"+15550005\\\", \\\"text\\\": \\\"We are closed Sunday. We do not accept MetLife.\\\"}\\n{\\\"to\\\": \\\"+15550006\\\", \\\"text\\\": \\\"Whitening is $350. Earliest free Saturday is 2026-10-24T09:00. Booked for you.\\\"}\\nEOF\"}"}}]}, "finish_reason": "tool_calls", "logprobs": null}], "usage": {"prompt_tokens": 1088, "completion_tokens": 732, "total_tokens": 1820, "prompt_tokens_details": {"cached_tokens": 512}, "cache_read_input_tokens": 512, "completion_tokens_details": {"reasoning_tokens": 503}}, "cost": {"usd": 0, "diem": 0.00300724}, "venice_parameters": {"strip_thinking_response": false, "disable_thinking": false, "enable_e2ee": true, "enable_web_search": "off", "enable_web_scraping": false, "enable_web_citations": false, "include_search_results_in_stream": false, "include_venice_system_prompt": false, "enable_x_search": false, "web_search_citations": [], "return_search_results_as_documents": false}}}
{"turn": 3, "tool": "run_shell", "args": {"command": "cat > replies.jsonl << 'EOF'\n{\"to\": \"+15550001\", \"text\": \"A cleaning is $120. Yes, we accept Aetna.\"}\n{\"to\": \"+15550002\", \"text\": \"Your new patient exam is booked for 2026-10-19T09:00.\"}\n{\"to\": \"+15550003\", \"text\": \"2026-10-19T11:00 is taken. Nearest free is 2026-10-19T09:00 or 2026-10-19T10:00. Which?\"}\n{\"to\": \"+15550004\", \"text\": \"Your appointment at 2026-10-24T10:00 has been cancelled.\"}\n{\"to\": \"+15550005\", \"text\": \"We are closed Sunday. We do not accept MetLife.\"}\n{\"to\": \"+15550006\", \"text\": \"Whitening is $350. Earliest free Saturday is 2026-10-24T09:00. Booked for you.\"}\nEOF"}, "result": "exit=0\nstdout:\n\nstderr:\n"}
{"turn": 4, "response": {"id": "a0597703-1556-9d76-b098-8f772f5de543", "object": "chat.completion", "created": 1792023549, "model": "grok-4-3", "choices": [{"index": 0, "message": {"role": "assistant", "content": null, "refusal": null, "reasoning_content": "Updating slots.json and creating log.csv.\n\n[encrypted reasoning omitted, 115 chars]", "reasoning_encrypted": true, "reasoning_details": [{"type": "reasoning.encrypted", "format": "xai-responses-v1", "index": 0, "id": "rs_a0597703-1556-9d76-b098-8f772f5de543", "data": "/EclpsqQRw0okcc9LREY7EBa8suHJHCRIK0yxh7C4T/uXrPQhE0JtFVzDY7ZNCaeWIk+sruqlb6ztJa0RhAJ/Z+1+u/4"}], "tool_calls": [{"id": "call-409b38ff-cc67-454b-a697-536a34f39073-5", "type": "function", "function": {"name": "run_shell", "arguments": "{\"command\":\"cat > slots.json << 'EOF'\\n{\\n  \\\"2026-10-19T09:00\\\": \\\"Lena Park\\\",\\n  \\\"2026-10-19T10:00\\\": null,\\n  \\\"2026-10-19T11:00\\\": \\\"Existing patient\\\",\\n  \\\"2026-10-20T14:00\\\": null,\\n  \\\"2026-10-24T09:00\\\": \\\"Jess Wu\\\",\\n  \\\"2026-10-24T10:00\\\": null\\n}\\nEOF\"}"}}]}, "finish_reason": "tool_calls", "logprobs": null}], "usage": {"prompt_tokens": 1330, "completion_tokens": 126, "total_tokens": 1456, "prompt_tokens_details": {"cached_tokens": 1024}, "cache_read_input_tokens": 1024, "completion_tokens_details": {"reasoning_tokens": 9}}, "cost": {"usd": 0, "diem": 0.00102662}, "venice_parameters": {"strip_thinking_response": false, "disable_thinking": false, "enable_e2ee": true, "enable_web_search": "off", "enable_web_scraping": false, "enable_web_citations": false, "include_search_results_in_stream": false, "include_venice_system_prompt": false, "enable_x_search": false, "web_search_citations": [], "return_search_results_as_documents": false}}}
{"turn": 4, "tool": "run_shell", "args": {"command": "cat > slots.json << 'EOF'\n{\n  \"2026-10-19T09:00\": \"Lena Park\",\n  \"2026-10-19T10:00\": null,\n  \"2026-10-19T11:00\": \"Existing patient\",\n  \"2026-10-20T14:00\": null,\n  \"2026-10-24T09:00\": \"Jess Wu\",\n  \"2026-10-24T10:00\": null\n}\nEOF"}, "result": "exit=0\nstdout:\n\nstderr:\n"}
{"turn": 5, "response": {"id": "0c83ead9-51dc-9201-8851-dd0309456d43", "object": "chat.completion", "created": 1792023550, "model": "grok-4-3", "choices": [{"index": 0, "message": {"role": "assistant", "content": null, "refusal": null, "reasoning_content": "[encrypted reasoning omitted, 85 chars]", "reasoning_encrypted": true, "reasoning_details": [{"type": "reasoning.encrypted", "format": "xai-responses-v1", "index": 0, "id": "rs_0c83ead9-51dc-9201-8851-dd0309456d43", "data": "au6wEDcSIbvIW3Fpi717+/tttuMKgJd+nw3EBvuHxxAIfVjB0REbH3xWRRXo2A"}], "tool_calls": [{"id": "call-f1f228d7-d08b-412b-a52c-1c65a375def4-6", "type": "function", "function": {"name": "run_shell", "arguments": "{\"command\":\"cat > log.csv << 'EOF'\\nphone,name,intent,action\\n+15550001,Tom Hale,price_insurance,reply\\n+15550002,Lena Park,book,booked 2026-10-19T09:00\\n+15550003,Ravi Shah,book,offered alternative\\n+15550004,Rita Gomez,cancel,cancelled 2026-10-24T10:00\\n+15550005,Omar Ali,hours_insurance,reply\\n+15550006,Jess Wu,price_book,booked 2026-10-24T09:00\\nEOF\"}"}}]}, "finish_reason": "tool_calls", "logprobs": null}], "usage": {"prompt_tokens": 1460, "completion_tokens": 145, "total_tokens": 1605, "prompt_tokens_details": {"cached_tokens": 1280}, "cache_read_input_tokens": 1280, "completion_tokens_details": {"reasoning_tokens": 5}}, "cost": {"usd": 0, "diem": 0.00096035}, "venice_parameters": {"strip_thinking_response": false, "disable_thinking": false, "enable_e2ee": true, "enable_web_search": "off", "enable_web_scraping": false, "enable_web_citations": false, "include_search_results_in_stream": false, "include_venice_system_prompt": false, "enable_x_search": false, "web_search_citations": [], "return_search_results_as_documents": false}}}
{"turn": 5, "tool": "run_shell", "args": {"command": "cat > log.csv << 'EOF'\nphone,name,intent,action\n+15550001,Tom Hale,price_insurance,reply\n+15550002,Lena Park,book,booked 2026-10-19T09:00\n+15550003,Ravi Shah,book,offered alternative\n+15550004,Rita Gomez,cancel,cancelled 2026-10-24T10:00\n+15550005,Omar Ali,hours_insurance,reply\n+15550006,Jess Wu,price_book,booked 2026-10-24T09:00\nEOF"}, "result": "exit=0\nstdout:\n\nstderr:\n"}
{"turn": 6, "response": {"id": "6bf9b388-22c3-9e5f-b642-c8d3f7db8a80", "object": "chat.completion", "created": 1792023551, "model": "grok-4-3", "choices": [{"index": 0, "message": {"role": "assistant", "content": "Processed inbox, wrote replies.jsonl/slots.json/log.csv.", "refusal": null, "reasoning_content": "[encrypted reasoning omitted, 170 chars]", "reasoning_encrypted": true, "reasoning_details": [{"type": "reasoning.encrypted", "format": "xai-responses-v1", "index": 0, "id": "rs_6bf9b388-22c3-9e5f-b642-c8d3f7db8a80", "data": "asXNpbxjSrJ9AvkZ8nr4lXSATc9dxQrL3JQCbAnsBeKN4Q3YL83HzHHFtWECjI8mcFqYSDXwZjpFTIhvkDHvp0y+LJD997PuHK/KbtoZzkS0sspB8Wl7zcxPbdfoORdKp+omURhu0GwfdlPdanE"}]}, "finish_reason": "stop", "logprobs": null}], "usage": {"prompt_tokens": 1613, "completion_tokens": 28, "total_tokens": 1641, "prompt_tokens_details": {"cached_tokens": 128}, "cache_read_input_tokens": 128, "completion_tokens_details": {"reasoning_tokens": 15}}, "cost": {"usd": 0, "diem": 0.0022173799999999997}, "venice_parameters": {"strip_thinking_response": false, "disable_thinking": false, "enable_e2ee": true, "enable_web_search": "off", "enable_web_scraping": false, "enable_web_citations": false, "include_search_results_in_stream": false, "include_venice_system_prompt": false, "enable_x_search": false, "web_search_citations": [], "return_search_results_as_documents": false}}}

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