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Eden Engine

AI Model Cost Per Task Benchmark (Multiple Models)

omnial/get-cost-per-task

Returns cost-per-task benchmark data for a set of AI models at once: the average dollar cost of running a standard task per model (with a breakdown by input/output/reasoning/cache tokens), token counts, response timing, an intelligence-index score, and a coding-specific cost and timing variant where the benchmark has evaluated one. Pass a comma-separated list of model slugs to select the models you want.

activeper callv1
Provider
Web & Business Data Network
Category
model-benchmarks
Provider price
$0.06825 per call
Latency p50 / p95
— / —
Success rate
—
Verified
—

Provider list price; Omnial MCP charges provider cost plus a platform markup on top.

Contract

input_schema.json
{
  "type": "object",
  "required": [
    "models"
  ],
  "properties": {
    "models": {
      "type": "string",
      "description": "Required. Comma-separated list of model slugs to fetch (e.g. 'claude-sonnet-5,gpt-5-6-sol,gemini-3-5-flash-lite')."
    }
  },
  "additionalProperties": false
}
output_schema.json
{
  "type": "object",
  "properties": {
    "data": {
      "type": "object",
      "properties": {
        "models": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "name": {
                "type": "string",
                "description": "Full display name, e.g. 'GPT-5.6 Sol (max)'."
              },
              "slug": {
                "type": "string",
                "description": "The model slug."
              },
              "ttft": {
                "type": "number",
                "description": "Time to first token, seconds; populated on every model observed across both real calls."
              },
              "short_name": {
                "type": "string",
                "description": "Short display name; often identical to `name`, sometimes a shortened form."
              },
              "coding_index": {
                "type": [
                  "number",
                  "null"
                ],
                "description": "Coding-specific benchmark score; null on every model observed on both real calls -- the benchmark does not currently expose per-coding-task data."
              },
              "cost_per_task": {
                "type": "number",
                "description": "USD, average total cost to run the benchmark's standard task."
              },
              "time_per_task": {
                "type": "number",
                "description": "Seconds, average total time to complete the standard task; populated on every model observed across both real calls (7 distinct models total)."
              },
              "intelligence_index": {
                "type": "number",
                "description": "The benchmark's aggregate reasoning/quality score for this model."
              },
              "coding_cost_per_task": {
                "type": [
                  "number",
                  "null"
                ],
                "description": "USD, coding-task variant of `cost_per_task`; null on every model observed."
              },
              "coding_time_per_task": {
                "type": [
                  "number",
                  "null"
                ],
                "description": "Seconds, coding-task variant of `time_per_task`; null on every model observed."
              },
              "input_tokens_per_task": {
                "type": "number"
              },
              "output_tokens_per_task": {
                "type": "number"
              },
              "cost_per_task_breakdown": {
                "type": "object",
                "properties": {
                  "cache_hit": {
                    "type": "number"
                  },
                  "cache_write": {
                    "type": "number"
                  },
                  "input_tokens": {
                    "type": "number"
                  },
                  "output_tokens": {
                    "type": "number"
                  },
                  "reasoning_tokens": {
                    "type": "number"
                  }
                },
                "description": "USD contribution of each token category to `cost_per_task`.",
                "additionalProperties": true
              },
              "end_to_end_response_time": {
                "type": "number",
                "description": "Seconds; populated on every model observed across both real calls."
              },
              "reasoning_tokens_per_task": {
                "type": "number"
              },
              "coding_cost_per_task_breakdown": {
                "type": [
                  "object",
                  "null"
                ],
                "description": "Coding-task variant of `cost_per_task_breakdown`; null on every model observed. Populated shape unconfirmed since no non-null example exists.",
                "additionalProperties": true
              }
            },
            "additionalProperties": true
          },
          "description": "One entry per requested model."
        }
      },
      "additionalProperties": true
    },
    "status": {
      "type": "string",
      "description": "'success' on both real calls observed."
    }
  },
  "description": "The cost-per-task payload, as returned at routing.responseResultPath ($.output).",
  "additionalProperties": true
}

Pricing

Every real charge, itemised. A model that quietly omits one is a slow financial leak, so nothing here is rolled up, and a charge that only applies to some inputs says so rather than being added in.

Prices in this catalog are the provider's own list price, not your bill: Omnial MCP charges provider cost plus a platform markup on top, so what you are charged is higher than the figure shown. For the exact amount a specific call will cost, run omnial_execute with dry_run: true; that number includes the markup and is what we hold while the call runs. It is a quote, not a cap on the charge.

ChargeRate
Per call
Flat, regardless of what comes back
$0.06825
Cost basis
Not recorded

This tool's catalog entry does not record how its final bill is determined, so we will not tell you whether its cost is fixed before the call or reported by the provider afterwards. Either way what is held is a quote rather than a cap: you are charged what the call actually costs, bounded at 2x the quote.

Updated
Sep 23, 2026