Research engine
● active
Firecrawl + Apify · refreshed daily · last edited 1h ago by James
47
today
73%
cached
96%
success
12s
fresh fetch
Source library
2 / 6 active
Active
Company website
Firecrawl · 4 things captured · refreshed daily
LinkedIn company page
Apify · 3 things captured · refreshed weekly
Available
LinkedIn contact
Apify · GDPR-sensitive · refreshed weekly
Crunchbase
requires API key · refreshed weekly
News + press
Firecrawl + RSS · refreshed twice daily
Custom URL fetcher
build your own
Internal researcher
celliq-internal cached researcher (planned). Replaces external vendors with a knowledge graph that learns over time. View roadmap →
Pipeline · what runs when a trigger fires
⌘ click a node to inspect
Trigger fires
Research orchestrator
Company website
cache hit 72%
LinkedIn company
cache hit 78%
Field assembler
Pre-call brief
Source detail
✓ healthy
Company website
Crawls the customer's website and extracts structured signals using Vertex Gemini Flash.
Vendor
Firecrawl
URL source
Your HubSpot's company website field company.domain
Crawl depth
2 pages · max 6 URLs
Pages crawled
/ · /about · /pricing · /blog · /news · /press
Cache TTL
24 hours
typical fresh fetch
8 seconds
Last 7d
214 / 218 success
What this source captures
Recent news company.recent_news
Last 30 days · up to 3 items
What they do company.product_focus
One-line summary of the product / service
Tech stack company.tech_stack
Tools mentioned on their site / job posts
Press coverage company.recent_press
Recent press / media mentions
On failure
Log low-context event · proceed with baseline brief · the call still fires. Two consecutive failures for the same domain trip the circuit breaker for 30 min.
Simulator
Test what would be extracted for a real domain — no fan-out writes, no cache writes.
2 sources fired
12s total
7 things captured
cache miss · cold run
last sim: 14:42 · ✓ ok
Company website (Firecrawl)
✓ 8s
Recent news company.recent_news
- Launched API v3 · April 2026
- Hired CTO · ex-Stripe · March 2026
- ISO 27001 certified · February 2026
What they do company.product_focus
B2B sales workflow automation · API-first · 200+ integrations
Tech stack company.tech_stack
Stripe · HubSpot · Slack · AWS
Press coverage company.recent_press
TechCrunch (Apr 22) · SaaStr (Mar 14)
LinkedIn company (Apify)
✓ 11s
Employees company.employee_count
47 (LinkedIn · verified 3 days ago)
Recent funding company.recent_funding
Series B · £12M · March 2026 · led by Index
Industry company.industry
Software · B2B SaaS · sales productivity
3 of 4 fields filled in · executive changes section skipped (none detected)
Show how this brief renders in the agent's pre-call context →
## Pre-call brief — Sarah Lin · acme.co
**Account**: Acme · 47 employees · Series B £12M Mar 2026 (Index)
**Industry**: B2B SaaS · sales workflow automation, API-first
**Recent news** (last 30d):
- Launched API v3 · April 2026
- Hired CTO · ex-Stripe · March 2026
- ISO 27001 certified · February 2026
**Tech stack**: Stripe, HubSpot, Slack, AWS
**Press**: TechCrunch · Apr 22 · SaaStr · Mar 14
— assembled from 2 research sources + 5 HubSpot fields + 1 celliq history field. Cached 24h.