general-research

General Research

Handle broad search and query workflows when there is not a more specific product surface match.

Tools In This Skill

FindOrganizations

Find organizations using specific technologies.

Search by technology names and/or categories, or use
an advanced query string. At least one of technologies,
technology_categories, or query is required.

If results include URLs or links, always share them
with the user.

Costs 5 credits per result returned. If you need
entity details (job_post_count, people_count,
team_count, job_post_used_count, team_count_used),
set include_entity_details=True — this costs 5
credits per technology term instead. IMPORTANT:
Always ask the user for confirmation before using
include_entity_details=True, as it is significantly
more expensive.

If you get a 402 error, the user needs more credits.
Direct them to https://sumble.com/account/purchase

TECHNOLOGY CATEGORY SLUGS (commonly used):
crm, business-intelligence, cloud-data-warehouse,
data-catalog, gen-ai, mlops, ml-training,
cybersecurity, cloud-security, ci-cd, ipaas,
event-streaming, data-pipeline-orchestration, etl,
logging-observability-monitoring,
data-quality-and-observability,
customer-data-platform,
feature-flagging-and-a-b-testing,
vector-database, oss-data-science,
commercial-data-science,
infrastructure-as-code-tools, design,
javascript, siem, edr, headless-cms,
ccaas, endpoint-management, ecommerce-platform,
vibe-coding,
marketing-automation-platforms, frontier-ai-models,
processing-units-and-chips,
cloud-and-container-orchestration-platforms,
identity-and-access-management

ADVANCED QUERY SYNTAX (use `query` param):
Operators: EQ, NEQ, IN, NOT IN.
Combine with AND, OR. Group with parentheses.
Values are single-quoted. IN/NOT IN use
comma-separated values in parens.

Available fields:
- technology — EQ/IN/NOT IN. Use slugs from
  search_technologies.
- technology_category — EQ/IN/NOT IN. Slugs
  from the list above.
- organization — EQ only. Fuzzy name/URL match.
- industry — EQ/IN/NOT IN.
- employee_count — EQ/IN. Range format:
  '100-1000', '1000-' (1000+), '-500' (up to 500).
- hq_location — EQ/IN/NEQ. Format:
  'US', 'US:Texas', 'US:Texas:Austin'.
  Use full state names, not abbreviations.
  'UK' is auto-converted to 'GB'.
  Region codes: EMEA, APAC, NAMER, LATAM,
  Americas, Europe, MiddleEast, Africa.
- tag — EQ/IN (e.g. 'digital_native').
- sic_code — EQ (e.g. '7371').
- naics_code — EQ (e.g. '541511').