Scale Intelligence
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See the market changes that create demand.

41.2MRecords processed monthly
168Monitored surfaces across 5 source families
< 15 minSignal-to-brief latency on monitored topics
99.9%Pipeline availability, trailing 12 months
How a signal is read

Six questions, asked of every change.

Scale observes market changes, ties them to companies, combines them into buying windows and learns from the outcomes.

01

Signal source

Where was it observed?

Your own systems, a partner, the open market, or several of them resolved to the same company.

02

Company context

Does the company fit?

Industry, size, geography, ownership and structure. Context qualifies an account. It does not say anything happened.

03

Signal category

What changed?

The event itself — a hire, a filing, an award, a breach, a launch — classified by what happened rather than who it happened to.

04

Evidence

What proves it?

The record the signal was read from: the posting, the filing, the notice, the repository, the event page.

05

Buying window

Why does the combination matter now?

Several signals landing on one company inside a period that gives your team a reason to act.

06

Outcome

What happened after the team acted?

The reply, meeting or closed deal, written back so the engine learns which combinations were worth acting on.

Signal source

Where was the signal observed?

Four ways a signal reaches the model. The last one is the point of the platform: sources combined on purpose, around the same company.

First-party

Your systems and customer interactions

CRM records, product usage, site and search behaviour, outbound replies, support and success history.

  • HubSpot
  • Salesforce
  • Attio
  • Analytics and search
  • Mailchimp
  • Gmail
  • Brevo
  • Instantly

Partner data

Second-party data shared directly with you

Data a partner, reseller or portfolio company passes to you under an agreement, rather than data you bought or observed.

  • Partner CRM exports
  • Reseller pipelines
  • Portfolio and group data
  • Co-marketing lists

External market data

Public, licensed and commercial sources

Registries, filings, tenders, job ads, reviews, repositories, community activity and the licensed corpora behind them.

  • Companies House
  • EDGAR
  • Crunchbase
  • Greenhouse
  • Indeed
  • GitHub
  • Stack Overflow
  • Hacker News
  • Reddit
  • X
  • YouTube
  • Substack
  • Meetup
  • Luma
  • G2
  • Trustpilot
  • TrustRadius
  • Product Hunt
  • EU, UK and US tenders
  • Regulatory registers
  • OpenAlex

Combined sources

Several sources joined around the same company or person

The deliberate case, not the messy one: a filing, a hire and a reply resolved to one account so they can be read as one story.

  • Entity resolution across every source above
  • 75+ connectors
Company context

Does the company fit?

Industry, size, geography, ownership and the rest of the firmographics tell you whether an account is worth selling to. They do not tell you that anything happened, so they sit alongside the taxonomy rather than inside it.

Company context tells us whether the account fits.

Signals tell us what changed.

Buying windows tell us why it matters now.

  1. 01Industry and category
  2. 02Company size and headcount band
  3. 03Geography and operating locations
  4. 04Ownership, structure and group relationships
  5. 05Registry fundamentals and filing history
  6. 06Technology footprint and online presence

Read from Companies House, EDGAR and Crunchbase, plus the profiles, technology and locations a company maintains publicly.

Company data

Who the account is, and what is true about it today.

Identity

Company name, primary domain, website and the profiles that belong to it.

Firmographics

Registry fundamentals from Companies House, EDGAR and Crunchbase — incorporation, filings, structure.

Funding

Rounds, investors and the timing of each raise, with the source attached.

Online presence

The public surfaces the company maintains: social profiles, blog, community accounts, repos.

Location

Registered and operating locations, down to the territory your team sells into.

Reviews and ratings

What buyers say on G2, Trustpilot, TrustRadius, Product Hunt and Google.

People data

Who inside the account is worth talking to, and why.

Identity

Full name and the public profiles that resolve to the same person.

Professional role

Job title, seniority and function, so a signal is weighted by who it came from.

Current employer

The company they work for, tying every signal they produce back to one account.

Public activity

What they have said in the open — communities, social platforms, developer forums.

Intent signals

The activity that actually precedes a win in your market.

Hiring

Open roles and hiring pace from Greenhouse, Indeed and company boards — who is growing, and into what.

Launches

New products, releases and announcements, surfaced the day they happen.

Procurement

Tenders, awards and framework agreements across the EU, UK and US — who is buying in the open.

Regulatory

Registers, consultations and licences — who is under scrutiny, and on what timeline.

Leadership changes

Joiners, movers and departures in the roles that decide your deals.

Switching signals

Competitor mentions, wins and losses — accounts already weighing a move.

Your own systems

What you already know, read alongside everything above.

CRM records

Accounts, contacts and deal history from HubSpot, Salesforce or Attio.

Outbound history

What you have already sent, through Mailchimp, Gmail, Brevo or Instantly.

Site and ad engagement

Analytics, search, site and ad activity — who is already paying attention.

Outcomes

What closed and what stalled, written back so the model learns which signals pay.

Signal category

What changed?

27 categories, organised by what happened rather than the market it happened in. Healthcare, energy and financial services are verticals. A rate change, a permit, a breach or a funding award is a signal.

News works the same way: news is where a change gets reported, the signal is the event underneath it. Open any category for why a seller would care, what it looks like and what proves it.

Available nowAvailable through connected customer dataPlannedNot currently covered
Hiring and workforceA company changes the shape or size of its team.
Available now
Why a seller cares
Hiring is budget already approved. The role names the problem being solved and often the stack it will be solved with.
Common examples
  • Role posted
  • Team expanded
  • First hire in a function
  • Contractor converted
  • Hiring frozen
What proves it
Job postings on Greenhouse and Indeed, careers pages, and headcount changes across professional networks.
In Scale today
Available now
Job-change and leadershipA person moves into, out of, or up within a company.
Available now
Why a seller cares
New owners of a function re-evaluate what they inherited, usually inside their first two quarters.
Common examples
  • Executive appointed
  • Budget owner changed
  • Champion moved to a new company
  • Function left vacant
What proves it
Professional network records, appointment filings at Companies House and EDGAR, and company announcements.
In Scale today
Available now
Funding, financing and investmentA company raises or secures capital.
Available now
Why a seller cares
Capital dates the spending. It also tells you who is now watching the numbers.
Common examples
  • Round announced
  • Debt facility secured
  • Investor added
  • Grant-matched raise closed
What proves it
Crunchbase rounds, regulatory filings and investor announcements.
In Scale today
Available now
Financial health, credit and distressA company shows strain, or the cost of its money changes.
Planned
Why a seller cares
Distress moves the conversation to consolidation and cost, and shortens the list of decisions anyone will sign off.
Common examples
  • Financing filed
  • Collateral pledged
  • Lien recorded
  • Layoff announced
  • Judgment entered
  • Insolvency published
What proves it
Charge and lien registers, court records, insolvency notices and credit filings.
In Scale today
Planned
M&A, ownership and strategic changeWho owns or controls the company changes.
Available now
Why a seller cares
Ownership change forces a stack review, a vendor consolidation and a new set of signatures.
Common examples
  • Acquisition completed
  • Merger announced
  • Division divested
  • Parent restructured
What proves it
Companies House and EDGAR filings, disclosure documents and transaction announcements.
In Scale today
Available now
Media, publishing and share of voiceWhat a company publishes, or how much of the conversation it holds, changes.
Available now
Why a seller cares
A category getting louder tells you where attention is moving before demand shows up in your pipeline.
Common examples
  • Publishing cadence rises
  • Share of voice shifts
  • Executive starts posting
  • Coverage spikes
What proves it
Owned channels and Substack, social platforms — X, YouTube, Reddit — and published coverage.
In Scale today
Available now
Technographic and developer activityThe technology a company runs, or builds with, changes.
Available now
Why a seller cares
A stack change is a rip-and-replace window, and the people making it are usually visible while they make it.
Common examples
  • Tool adopted
  • Tool dropped
  • Repository activity started
  • Integration built
  • Package pinned
What proves it
GitHub repositories and package registries, site technology fingerprints, and Stack Overflow, DEV and Hacker News activity.
In Scale today
Available now
Product usage and adoptionHow a customer uses what they already bought changes.
Available through connected customer data
Why a seller cares
Usage is the earliest, truest expansion and churn signal you hold, and nobody else has it.
Common examples
  • Seats filled
  • Feature adopted
  • Usage plateaued
  • Limits hit
What proves it
Product analytics and usage records from your own systems.
In Scale today
Available through connected customer data
Product launch and lifecycleA company ships, certifies, changes or retires something it sells.
Available now
Why a seller cares
A launch creates a window on both sides: they need the things a launch needs, and their customers need a response.
Common examples
  • Certification granted
  • Product launched
  • Release shipped
  • Inventory available
  • Recall issued
  • End-of-life published
What proves it
Product Hunt launches, release notes, certification registers and recall notices.
In Scale today
Available now
Web and search intentA company or its people research the problem you solve.
Available through connected customer data
Why a seller cares
Research precedes shortlists. Catching it early is the difference between shaping criteria and answering them.
Common examples
  • Pricing page visited
  • Comparison read
  • Category searched
  • Documentation browsed
What proves it
Site analytics, search data and de-anonymised visit records.
In Scale today
Available through connected customer data
Marketing engagementA buyer interacts with something you published.
Available through connected customer data
Why a seller cares
It says which message landed, on whom, and when — which is what makes the follow-up specific.
Common examples
  • Content downloaded
  • Webinar attended
  • Ad clicked
  • Newsletter opened repeatedly
What proves it
Mailchimp, Brevo, ad platforms and your campaign records.
In Scale today
Available through connected customer data
Sales engagementA buyer responds to, or goes quiet on, your team.
Available through connected customer data
Why a seller cares
Engagement history decides whether a fresh signal is a first touch or a reason to reopen a stalled thread.
Common examples
  • Reply received
  • Meeting booked
  • Deal stalled
  • Old opportunity reopened
What proves it
HubSpot, Salesforce or Attio activity, Gmail and Instantly sequences, and calendar records.
In Scale today
Available through connected customer data
Customer health, service and retentionThe health of an account you already own changes.
Available through connected customer data
Why a seller cares
Retention risk and expansion potential live in the same records, and both are time-limited.
Common examples
  • Ticket volume rises
  • Sentiment drops
  • Renewal approaches
  • Sponsor leaves
What proves it
Support systems, success records and renewal dates in your CRM.
In Scale today
Available through connected customer data
Community, social and eventPeople from a company show up somewhere public and say something.
Available now
Why a seller cares
A complaint, a question or a talk is a stated problem with a name and a company attached.
Common examples
  • Competitor complaint posted
  • Problem described in a thread
  • Conference talk given
  • Booth taken
What proves it
Reddit, Hacker News and X threads, plus Meetup, Luma and conference agendas.
In Scale today
Available now
Category and buyer researchA buyer compares options in your category.
Available now
Why a seller cares
Comparison is the last quiet step before a shortlist, and the criteria are still open.
Common examples
  • Review site comparison viewed
  • Alternatives asked for publicly
  • Vendor list requested
  • RFI drafted
What proves it
G2, Trustpilot and TrustRadius comparisons, and Reddit and Hacker News threads.
In Scale today
Available now
Partner, referral and relationshipWho a company works with changes.
Planned
Why a seller cares
A shared partner is a warm path in, and a new integration often means a new budget line.
Common examples
  • Partnership announced
  • Integration listed
  • Reseller added
  • Marketplace listing published
What proves it
Partner directories, marketplace listings and joint announcements.
In Scale today
Planned
Pricing, reimbursement and commercial termsWhat a company can charge, or gets paid, changes.
Planned
Why a seller cares
A change in the money changes what a buyer can justify, and when they have to decide.
Common examples
  • Price list revised
  • Reimbursement rate changed
  • Tariff applied
  • Subsidy withdrawn
What proves it
Published price schedules, reimbursement registers and regulatory determinations.
In Scale today
Planned
Review, reputation and sentimentWhat customers say publicly about a company changes.
Available now
Why a seller cares
A run of bad reviews on a competitor is a switching list with the reasons already written.
Common examples
  • Negative review posted
  • Rating drops
  • Competitor churn described
  • Renewal regret published
What proves it
G2, Trustpilot, TrustRadius, Google and Product Hunt reviews.
In Scale today
Available now
Procurement, tender and contract lifecycleA company or authority buys in the open.
Available now
Why a seller cares
Procurement is the rarest thing in GTM: a published budget with a published date.
Common examples
  • Solicitation posted
  • Award made
  • Contract modified
  • Renewal approaching
  • Recompete window opening
What proves it
Tender portals, award notices and framework registers across the EU, UK and US.
In Scale today
Available now
Public funding, grants and awardsPublic money is made available to, or awarded to, a company.
Available now
Why a seller cares
Grant money is ring-fenced and time-bound, which makes it the most spendable budget there is.
Common examples
  • Grant call published
  • Eligibility changed
  • Deadline approaching
  • Award made
  • Tax credit allocated
What proves it
Grant registers, award databases and public funding announcements.
In Scale today
Available now
Market demand, capacity and coverageDemand in a market outruns the capacity serving it.
Planned
Why a seller cares
A coverage gap is a problem the buyer already feels, before any vendor has framed it.
Common examples
  • Provider shortage
  • Network gap
  • Waitlist rising
  • Service demand increase
  • Geographic coverage gap
What proves it
Capacity registers, service directories and published demand statistics.
In Scale today
Planned
Regulatory, licensing and complianceWhat a company is required to do changes.
Available now
Why a seller cares
A deadline someone else set is the one reason a stalled project restarts.
Common examples
  • Licence granted
  • Standard adopted
  • Consultation opened
  • Compliance deadline set
What proves it
Regulatory registers, licence databases and published consultations.
In Scale today
Available now
Security incident and technology exposureA company is breached, or is running something known to be exposed.
Available now
Why a seller cares
A forced response window: the work is happening, the only question is who does it.
Common examples
  • Breach disclosed
  • Incident filed
  • Vulnerable technology detected
  • Enforcement action opened
What proves it
Breach notifications, incident filings, enforcement notices and technology fingerprints.
In Scale today
Available now
Legal, litigation and enforcementA company enters a dispute or an enforcement process.
Available now
Why a seller cares
Litigation reorders priorities and creates budget that did not exist the quarter before.
Common examples
  • Claim filed
  • Enforcement notice served
  • Settlement reached
  • Penalty published
What proves it
Court records, enforcement registers and regulator publications.
In Scale today
Available now
Location, expansion and constructionA company commits to physical space.
Planned
Why a seller cares
Property is a long lead-time decision that drags a list of purchases behind it.
Common examples
  • Land acquired
  • Permit granted
  • Facility financed
  • Construction started
  • Location opened
What proves it
Planning registers, permit records, land registries and property filings.
In Scale today
Planned
Supply chain, inventory and operationsHow a company sources, holds or moves goods changes.
Not currently covered
Why a seller cares
A supplier change or a shortage forces a decision on a timetable the buyer does not control.
Common examples
  • Supplier switched
  • Shipment volume shifts
  • Stock shortage
  • Facility utilisation changes
What proves it
Trade records, shipping manifests and published operational disclosures.
In Scale today
Not currently covered
Research, patent and innovationA company publishes, files or trials something new.
Available now
Why a seller cares
Research is the earliest visible commitment to a direction, years before the product it becomes.
Common examples
  • Paper published
  • Patent filed
  • Clinical trial registered
  • Research collaboration announced
What proves it
OpenAlex research corpora, patent registers and trial registries.
In Scale today
Available now
Buying window

Why does the combination matter now?

The categories show what is possible. The value is what happens when several signals resolve to the same company and become a reason to act.

A funding alert alone is common.

  • Funding round
  • New executive
  • Active category research
  • Recent engagement

A company with new money, a new owner of the decision and an open question in your category.

A planning permission alone is useful.

  • Planning permission
  • Registered financing
  • Land ownership

A funded project that is likely to start, rather than a proposal that may never be built.

A breach alone is news.

  • Breach disclosed
  • Compliance deadline
  • Exposed technology

A company with a forced response window and a date it has to meet.

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Instagram
LinkedIn
Facebook
TikTok
X
Telegram
YouTube
WhatsApp
Email
Reddit
Discord
Slack
Twitch
Snapchat
Pinterest
Threads
Mastodon
Bluesky
Signal
WeChat
Substack
Medium
beehiiv
Ghost
Hacker News
GitHub
Dev.to
Stack Exchange
Quora
Product Hunt
Lobsters
Indie Hackers
iTunes Podcasts
Podcast Index
Listen Notes
Instagram
LinkedIn
Facebook
TikTok
X
Telegram
YouTube
WhatsApp
Email
Reddit
Discord
Slack
Twitch
Snapchat
Pinterest
Threads
Mastodon
Bluesky
Signal
WeChat
Substack
Medium
beehiiv
Ghost
Hacker News
GitHub
Dev.to
Stack Exchange
Quora
Product Hunt
Lobsters
Indie Hackers
iTunes Podcasts
Podcast Index
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ICS Calendar
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Generic Feed
Crunchbase
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Greenhouse
Lever
Ashby
Workable
Adzuna
USAJobs
SEC EDGAR
GLEIF
Companies House
OpenCorporates
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Common Crawl
confs.tech
dev.events
Sessionize
WikiCFP
PaperCall
logo.dev
HubSpot
Attio
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Airtable
Google Sheets
Google Ads
Meta Ads
Stripe
Shopify
Snowflake
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Segment
Zapier
Intercom
Google Calendar
Outlook
Microsoft 365
Meetup
Luma
Eventbrite
ICS Calendar
Meeting Recordings
Generic Feed
Crunchbase
Dealroom
G2
TrustRadius
Greenhouse
Lever
Ashby
Workable
Adzuna
USAJobs
SEC EDGAR
GLEIF
Companies House
OpenCorporates
OpenAlex
Common Crawl
confs.tech
dev.events
Sessionize
WikiCFP
PaperCall
logo.dev
HubSpot
Attio
Salesforce
Notion
Airtable
Google Sheets
Google Ads
Meta Ads
Stripe
Shopify
Snowflake
BigQuery
Segment
Zapier
Intercom
Google Calendar
Outlook
Microsoft 365
Meetup
Luma
Eventbrite
ICS Calendar
Meeting Recordings
Generic Feed
Crunchbase
Dealroom
G2
TrustRadius
Greenhouse
Lever
Ashby
Workable
Adzuna
USAJobs
SEC EDGAR
GLEIF
Companies House
OpenCorporates
OpenAlex
Common Crawl
confs.tech
dev.events
Sessionize
WikiCFP
PaperCall
logo.dev
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