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Side-by-side compare

Up to 3 solutions, scored on the same value metrics.

Concentric AI Software, Inc. logoConcentric AI

Concentric AI Software, Inc.

4.8/5
Abnormal AI, Inc. logoAbnormal

Abnormal AI, Inc.

4.0/5
ROI categoryrisk compliancerisk compliance
Time-to-ValueValue visible inside the proof of concept (weeks) (~30d)Under 2 weeks (~14d)
Typical annual TCO$0/yr$0/yr
Starting price$0/yr$0/yr
Implementation feeNoneNone
Seat tiersNot publishedNot listed
Implementation friction2/52/5
Friction meter
Best forSecurity and data-governance teams that must discover and classify sensitive data across SaaS, cloud and on-prem repositories; CISOs enabling safe Microsoft Copilot, ChatGPT Enterprise or Claude Enterprise adoption; Organizations replacing regex and pattern-based classification that produces false positives; Teams needing context-aware DLP plus remediation of oversharing, excessive permissions and ROT data at scale; Microsoft Purview customers wanting higher classification accuracy on unstructured contentSecurity teams replacing legacy secure email gateways (SEG) with API-based, autonomous detection; Organizations on Microsoft 365 or Google Workspace that want deployment with no agents or MX changes; Enterprises needing behavioral detection of BEC, account takeover, credential phishing and GenAI social engineering; Security leaders who want AI to investigate and respond autonomously while showing evidence; Companies that also need identity hardening and governance of internal AI agent/tool use
Not forBuyers with no security or data-governance owner to run the programme; Companies seeking a low-cost self-serve tool with published list pricing; Teams that only want a lightweight endpoint DLP agent; Firms that require transparent per-seat pricing before speaking to salesVery small businesses looking for a low-cost, self-serve email filter with published list pricing; Teams without security operations capacity to configure and tune enterprise security controls; Buyers who require public per-seat pricing and self-service signup before a sales process; Organizations that need an SMB-grade spam filter rather than behavioral threat detection

Stack fit matrix

SalesforceIntegrationNot supported
AWSIntegrationNot supported
SnowflakeIntegrationNot supported
HubSpotNot supportedNot supported
Google WorkspaceIntegrationNative
Microsoft 365IntegrationNative
SAPIntegrationNot supported
SlackIntegrationNot supported
MCP (Model Context Protocol)Not supportedNot supported

Compliance

SOC 2 Not listed Listed
ISO 27001 Not listed Listed
GDPR Not listed Listed
HIPAA Not listed Not listed
FedRAMP Not listed Not listed
ISO 42001 Not listed Listed
IAPP AIGPnamed staff Not listed Not listed
AI app-builder checkwhat this checksNo cautionNo caution

Company & support

Who is behind each solution, and how you reach support. “Not listed” means the vendor’s public pages don’t mention a channel, not that it is unavailable.

FoundedNot recorded2018 (8 yrs)
HeadquartersSan Jose, USNot recorded
PhonePlan not statedNot listed
EmailPlan not statedNot listed
Live chatNot listedNot listed
Support portal / ticketsNot listedPlan not stated
Community forumNot listedNot listed
Help centre / docsNot listedNot listed
Dedicated account managerNot listedNot listed
In person / on-siteNot listedNot listed
Support hoursNot recordedNot recorded
Response timeNot statedNot stated

AI & MCP readiness

Whether each solution can join your AI stack, and what it asks of you to do so.

MCP connectionreaches AI clientsNot supportedNot supported
AI featuresDocument processing; Anomaly detectionAnomaly detection; Predictive analytics; Agentic workflows
Built around AI?AI-nativeAI-native
Trains on your dataNot recorded — ask the vendorNot recorded — ask the vendor
Runs onNot recordedNot recorded
AI pricingNot recordedNot recorded
Model keyNot recordedNot recorded
AI usage auditNot recordedNot recorded

Quadrant view

Where the 2 selected solutions land on the same value plane. Toggle axes to compare on cost, speed, friction, or buyer score.

Quadrant view

Implementation friction × Value-Position score (estimate)

1.4/51.7/52.0/52.3/52.6/54.8/54.6/54.4/54.2/54.0/5Friction ← betterBuyer score better →Loved & EasyLoved & HeavyRisky & EasyRisky & Heavy

The lines cross at the median of the solutions shown, so about half sit on each side of each line.

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