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AI & LLM

Multilingual Assistant Conversations with Tool Calls

60K synthetic dialogues in six languages with function-call traces, tool schemas and realistic failure cases.

60K dialogues · 214K tool callsStatic release (v2026.1)JSONL (chat + tools), Parquet
Records
60K dialogues · 214K tool calls
Size
≈ 780 MB
Formats
JSONL (chat + tools), Parquet
Coverage
EN, ES, DE, FR, PT, HI · e-commerce, banking, telecom, SaaS

A fully synthetic, privacy-safe dataset for training and evaluating assistants that call tools. Each dialogue ships with the tool schemas that were available, the calls the assistant made, the arguments it passed, what the tool returned and whether the task was completed.

Around a fifth of the conversations contain deliberate failure modes — wrong tool chosen, malformed arguments, missing parameters, tool timeouts — labeled so you can train recovery behaviour and measure it, instead of only training on the happy path.

Schema

FieldTypeDescription
conversation_id string Unique identifier
domain / language string Scenario domain and language
tools array JSON schemas offered to the assistant
messages array Turns with role, content and tool_calls
tool_calls array Flattened calls with arguments and results
outcome string resolved, escalated or failed
failure_mode string wrong_tool, bad_arguments, timeout, none
quality_score decimal Human review score, 1–5
pii_free boolean Always true — the data is generated

Sample rows

sample.jsonl
{
    "conversation_id": "CV-01188",
    "domain": "ecommerce",
    "language": "de",
    "outcome": "resolved",
    "failure_mode": "bad_arguments",
    "quality_score": 4.4,
    "messages": [
        {
            "role": "user",
            "content": "Wo ist meine Bestellung 55120?"
        },
        {
            "role": "assistant",
            "tool_calls": [
                {
                    "name": "get_order_status",
                    "arguments": {
                        "order_id": "55120"
                    }
                }
            ]
        },
        {
            "role": "tool",
            "name": "get_order_status",
            "content": {
                "status": "in_transit",
                "eta": "2026-09-10"
            }
        },
        {
            "role": "assistant",
            "content": "Ihre Bestellung ist unterwegs und kommt am 10. September an."
        }
    ]
}

Illustrative sample showing the structure of the data. The full dataset is delivered after purchase.

Popular use cases

  • Fine-tuning tool-using assistants
  • Evaluating function-call accuracy
  • Training routers and guardrails
  • Multilingual support automation

Delivery & licence

Delivery
Delivered within 24 hours via a secure download link sent to your email and customer account.
Licence
Internal business use licence — see Terms and Conditions
Refunds
Covered by our Refund & Cancellation Policy
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