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The Infostealer Index · Head-to-head

Constella IntelligenceorRecorded Future?

Where Constella Intelligence and Recorded Future differ on infostealer intelligence, biggest gap first.

Updated October 12, 2026 How scoring works
Constella Intelligence
Infostealer specialist
68.9
Rank #7 of 34
Ahead overall

Constella Intelligence came out of the 2020 merger of 4iQ and Alto Analytics. It sells identity risk data for account-takeover and fraud prevention through APIs, feeds and its Hunter tool, including an infostealer API with session cookies, hostnames, IPs and malware strain.

Recorded Future
Broad CTI platform
68.0
Rank #8 of 34

Recorded Future is a large threat intelligence vendor, acquired by Mastercard in December 2024. Its Identity Intelligence module surfaces credentials from stealer logs and combolists with host and timestamp context, and can trigger password resets through identity providers.

Quick take

Constella Intelligence leads by a narrow margin, 68.9 to 68.0 overall. The biggest single difference is sessions, where Constella Intelligence scores 9 against 6. Of the nine criteria, Constella Intelligence is ahead on 3, Recorded Future on 4, and 2 are level.

Where they differ

Criteria with more than half a point between them, largest gap first.

Session Cookie & Token Coverage

Constella Intelligence +3
Constella Intelligence 9
Recorded Future 6

Infostealer Specialization

Constella Intelligence +2
Constella Intelligence 7
Recorded Future 5

Exposure Segmentation

Recorded Future +2
Constella Intelligence 6
Recorded Future 8

Machine-Level Infection Context

Recorded Future +1
Constella Intelligence 8
Recorded Future 9

Infostealer Research & Attribution

Recorded Future +1
Constella Intelligence 8
Recorded Future 9

Free Tools & Free API

Recorded Future +1
Constella Intelligence 2
Recorded Future 3

Pricing Accessibility & Time-to-Value

Constella Intelligence +1
Constella Intelligence 4
Recorded Future 3

Where they are level

Within half a point of each other.

Freshness · 8/10 API · 9/10

Capabilities

3 of 8 capabilities differ.

CapabilityConstella IntelligenceRecorded Future
Session cookies & tokens Yes Partial
Employee vs. customer split Partial Yes
Free tier / free API No Partial

Same on both: Machine-level infection data (yes), Third-party / supply-chain exposure (partial), API access (yes), Self-serve signup (no), Public infostealer research (yes).

Side by side

DetailConstella IntelligenceRecorded Future
Best suited to Fraud and account-takeover teams consuming data by API Large enterprises already running Recorded Future
Pricing Enterprise pricing on request Enterprise module, priced on request
Headquarters Los Altos, USA Somerville, USA
Founded 2020 2009
Ownership Independent Acquired by Mastercard (2024)
Website constella.ai recordedfuture.com

Questions & answers

Which scores higher, Constella Intelligence or Recorded Future?

Constella Intelligence, with 68.9/100 against 68.0/100 (ranks #7 and #8).

Where do Constella Intelligence and Recorded Future differ most?

On session cookie & token coverage: Constella Intelligence scores 9 and Recorded Future scores 6.

Who is each one a good fit for?

Constella Intelligence suits fraud and account-takeover teams consuming data by API. Recorded Future suits large enterprises already running Recorded Future.

More head-to-heads

Each vendor against its closest peers.

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Scores are Hudson Rock's editorial opinion of each vendor's infostealer intelligence, based on public information (websites, documentation and published research) as of October 12, 2026. Only infostealer-related capabilities are assessed, not a vendor's overall quality or other products. Field averages, peer matches and comparisons are calculated from those scores.

This is general information, not a recommendation to buy or avoid any product, and it may be out of date: confirm details with each vendor. Product names and logos belong to their owners and are used only to identify them. Vendors can request a correction through Hudson Rock's contact page.

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