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Company Install Time Series

Get installation intensity time series data for a company's technology usage over time.

Overview

company_install_time_series returns monthly intensity values (0–100 scale) for each product a company uses, enabling trend analysis over configurable time windows. Use it to answer questions like "How has Cisco's usage of Snowflake changed over the past 2 years?" or "Which cloud products are growing fastest at Microsoft?"

Each product in the response includes:

  • current_intensity — latest intensity score (0–100)
  • intensity_momentum — positive means growing, negative means declining
  • is_active — whether the product was verified within the last 90 days
  • data_points — monthly intensity values over the selected time range

Products are ordered by current intensity (descending) when no filters are applied.

Parameters

NameTypeRequiredDefaultDescription
companyDomainstringYessalesforce.comCompany domain to look up (no protocol).
productsstring[]No-Filter to specific product names (max 50).
productIdsstring[]No-Filter by product IDs (max 50).
vendorsstring[]No-Filter by vendor name — returns all products from that vendor (max 50).
categoriesstring[]No-Filter by category name (max 50).
timeRangeenumNolast_24_monthslast_6_months, last_12_months, last_24_months, or last_36_months.
maxProductsnumberNo10Maximum products to return (1–50).

Required Integrations

  • hginsights_v2

Credits

Dynamic: 3 credits per product returned. The actual cost depends on how many products match your filters and the maxProducts cap.

Use Cases

  • Tracking technology adoption trends at a target account over time
  • Identifying growing or declining products in a company's stack
  • Comparing intensity trajectories across competing products at a company
  • Monitoring whether a prospect's usage of your product category is increasing

Example Usage

{
"tool": "company_install_time_series",
"parameters": {
"companyDomain": "cisco.com",
"vendors": ["Amazon"],
"timeRange": "last_12_months",
"maxProducts": 5
}
}

Response Format

{
"organization": {
"organization_id": "org-123",
"organization_name": "Cisco Systems",
"match_confidence": 0.95
},
"time_range": {
"start_date": "2025-04",
"end_date": "2026-04",
"granularity": "month"
},
"products": [
{
"product_id": "prod-1",
"product_name": "AWS CloudFormation",
"vendor_name": "Amazon",
"category": "Cloud Infrastructure",
"is_active": true,
"current_intensity": 82,
"intensity_momentum": 3.5,
"data_points": [
{ "date": "2025-04", "intensity": 68 },
{ "date": "2025-05", "intensity": 71 },
{ "date": "2025-06", "intensity": 74 }
]
}
],
"credits_consumed": 3
}

Error Handling

Common errors:

  • 404 Not Found: Company domain not recognized — verify the domain and try again.
  • 401 Unauthorized: HG API authentication failed — check that your HGInsights v2 API key is configured.
  • 400/422 Invalid Request: Filter parameters are invalid — check product names, vendor names, or categories.
  • company_technographic — Point-in-time technology stack snapshot (current installs)
  • company_operating_signals — Operating signals and GenAI maturity derived from media mentions
  • company_firmographic — Core company profile data (industry, size, revenue, location)