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Eden Engine

AI Company Search by Plain-Language Description

omnial/discover-ai

Given a plain-language description of the companies you're looking for (industry, location, headcount, founding year, or any mix of those), an AI turns it into search filters and returns matching companies with their domain, name, and how many emails are on file for each -- plus the filters it inferred and the total number of matches, so you can see how it interpreted your request. A query the AI cannot turn into a valid search returns an error code and message instead of results.

activeper callv1
Provider
Web & Business Data Network
Category
company-enrichment
Provider price
$0.1365 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": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "maximum": 100,
      "minimum": 1,
      "description": "Companies per page. Default and max 100."
    },
    "query": {
      "type": "string",
      "minLength": 1,
      "description": "Natural-language description of the target companies, e.g. 'fintech startups in Singapore founded after 2020'."
    },
    "offset": {
      "type": "integer",
      "maximum": 10000,
      "minimum": 0,
      "description": "Companies to skip. Max 10,000."
    }
  },
  "additionalProperties": false
}
output_schema.json
{
  "type": "object",
  "properties": {
    "code": {
      "type": "string",
      "description": "Present only when the query could not be turned into a valid search, e.g. 'HTTP_400' (see examples/zzq-empty-result.json). Absent on a populated match set."
    },
    "data": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "domain": {
            "type": "string",
            "description": "The company's primary domain."
          },
          "emails_count": {
            "type": "object",
            "properties": {
              "total": {
                "type": "number"
              },
              "generic": {
                "type": "number"
              },
              "personal": {
                "type": "number"
              }
            },
            "description": "Counts of email addresses on file for this domain, not the addresses themselves.",
            "additionalProperties": true
          },
          "organization": {
            "type": "string",
            "description": "The company's own public name."
          }
        },
        "additionalProperties": true
      },
      "description": "The matching companies for this page of results."
    },
    "meta": {
      "type": "object",
      "properties": {
        "limit": {
          "type": "number"
        },
        "offset": {
          "type": "number"
        },
        "params": {
          "type": "object",
          "properties": {
            "query": {
              "type": "string",
              "description": "The query as submitted."
            }
          },
          "additionalProperties": true
        },
        "filters": {
          "type": "object",
          "properties": {
            "keywords": {
              "type": "object",
              "properties": {
                "match": {
                  "type": "string",
                  "description": "e.g. 'any'."
                },
                "include": {
                  "type": "array",
                  "items": {
                    "type": "string"
                  }
                }
              },
              "additionalProperties": true
            },
            "headcount": {
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "Headcount buckets, e.g. '1-10', '11-50'."
            },
            "year_founded": {
              "type": "object",
              "properties": {
                "from": {
                  "type": "number"
                }
              },
              "additionalProperties": true
            },
            "headquarters_location": {
              "type": "object",
              "properties": {
                "include": {
                  "type": "array",
                  "items": {
                    "type": "object",
                    "properties": {
                      "country": {
                        "type": "string"
                      }
                    },
                    "additionalProperties": true
                  }
                }
              },
              "additionalProperties": true
            }
          },
          "description": "The structured search filters the AI derived from the plain-language query.",
          "additionalProperties": true
        },
        "results": {
          "type": "number",
          "description": "Total matches across all pages."
        }
      },
      "description": "Pagination and the filters the AI inferred from the query.",
      "additionalProperties": true
    },
    "message": {
      "type": "string",
      "description": "Present only alongside code -- a human-readable reason the query failed."
    }
  },
  "description": "The discovery result, as returned at routing.responseResultPath ($.output). A query the AI cannot resolve into search filters settles as {code, message} instead of {data, meta} (see examples/zzq-empty-result.json) -- no field below is guaranteed present.",
  "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
$0.1365
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 15, 2026