DEEP Research Companies Explained
DEEP Research Companies enriches your exported company data with external intelligence, adding LinkedIn profiles, funding information, growth signals, and revenue estimates.
+25% of base export price
Adds ~25 additional columns to your company export with external intelligence.
What data is added?
DEEP Research Company adds approximately 25 new columns to your exported companies.csv file, organised into the following categories:
Social & Web Presence
linkedin_url- Company LinkedIn pagetwitter_url- Company Twitter/X profilefacebook_url- Company Facebook pagewebsite- Canonical company website
Company Basics
employee_count- Current headcount (estimated)size- Size range (e.g., "51-200", "201-500")founded- Year foundedindustry- Industry classification and tags
Financial Signals
inferred_revenue- Estimated annual revenue range (e.g., "$10M-$50M")funding_total- Total funding raisedfunding_last_date- Most recent funding round datefunding_stage- Latest funding stage (Seed, Series A, etc.)
Growth Indicators
growth_rate_12m- Employee growth % over 12 monthsgrowth_rate_24m- Employee growth % over 24 monthsgross_additions_12m- New hires in past 12 monthsrecent_exec_hires- Count of new CXOs/VPs in past 3 months
Decline/Distress Indicators
churn_rate_12m- Employee churn rate over 12 monthsgross_departures_12m- Departures in past 12 monthsrecent_exec_departures- Count of CXOs/VPs who left in past 3 months
Talent Intelligence
top_previous_employers- Where employees came from (top 3)top_next_employers- Where employees go after leaving (top 3)avg_employee_tenure- Average years at company
Match Quality
match_confidence- How confident the match is (1-10)
Use cases
DEEP Research data enables powerful analysis that goes beyond what Companies House provides:
Find growing companies
Filter your export by growth_rate_12m > 20 to identify companies with 20%+ headcount growth.
Identify struggling companies
Look for growth_rate_12m < 0 (shrinking headcount) or recent_exec_departures > 2 (executive flight).
Find well-funded startups
Filter by funding_stage and funding_total to find Series A+ companies with significant backing.
Find stable employers
Use avg_employee_tenure > 3 to find companies where employees stay long-term.
Competitive intelligence
Analyse top_previous_employers and top_next_employers to understand talent flow between competitors.
Data quality & coverage
Important: Match quality varies
DEEP Research matches companies by name, which means some companies may not match at all, and others may match incorrectly to a similarly-named company (potentially in a different country). Always verify critical data before use.
Match rates
Not every company will have DEEP Research data. Match rates vary significantly:
- Large/well-known companies: High match rate, generally accurate
- Mid-sized companies with web presence: Moderate match rate
- Small/local businesses: Low match rate — may not be indexed
- Shell companies/SPVs: Very low match rate
- Common company names: May match a different company with the same name
Companies that don't match will have empty values in the DEEP Research columns.
Incorrect matches
Because matching is done by company name, you may occasionally receive data for the wrong company. This is more likely when:
- The company has a common or generic name
- A larger company with the same name exists elsewhere
- The UK company has minimal online presence
Use the match_confidence column (1-10 scale) and the returned website to help identify potential mismatches. Lower confidence scores indicate higher risk of incorrect matches.
Data sources
DEEP Research data is aggregated from:
- LinkedIn and professional networks
- Job postings and career sites
- News and press releases
- Public filings and corporate registries
- Web crawling and company websites
Update frequency
DEEP Research data is continuously updated. Growth metrics and employee counts typically reflect data from the past 1-3 months.
Performance notes
DEEP Research uses bulk enrichment for fast processing:
- 1,000 companies: ~5-10 seconds
- 10,000 companies: ~30-60 seconds
- 100,000 companies: ~5-10 minutes
Enrichment runs during export generation. Your export will be ready shortly after payment.
Pricing
DEEP Research Company adds +25% to your base export price.
Example:
- Base export (1,000 companies): £10.00
- DEEP Research Company (+25%): £2.50
- Total: £12.50
This pricing covers the cost of external API calls for each company in your export.