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Side-by-side compare

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

M-Files logoM-Files

M-Files

4.4/5
Abnormal AI, Inc. logoAbnormal

Abnormal AI, Inc.

4.0/5
ROI categoryrisk compliancerisk compliance
Time-to-Value6–8 weeks with guided onboarding (~45d)Under 2 weeks (~14d)
Typical annual TCO$39,000/yr$0/yr
Starting price$780/yr$0/yr
Implementation feeNoneNone
Seat tiersNo published seat minimum; Essentials is the entry tier, Enterprise is priced per deploymentNot listed
Implementation friction3/52/5
Friction meter
Best forRegulated, document-heavy organizations in accounting, tax, audit, wealth management, engineering and manufacturing that need governance and audit trails; Microsoft 365-centric enterprises that want governed, findable documents inside Teams, SharePoint, Outlook and Copilot; Teams replacing shared drives or network folders with metadata-based classification, search and retention; IT, compliance and records leaders preparing content for AI by fixing classification, permissions and lifecycle firstSecurity 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 forVery small teams looking for a free or low-cost file-sharing tool; Organizations unwilling to model metadata, taxonomies or workflows; Buyers who want instant self-serve signup and checkout with no sales conversation; Companies whose only requirement is simple cloud storage with no governance or compliance needsVery 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
AWSNot supportedNot supported
SnowflakeNot supportedNot supported
HubSpotNot supportedNot supported
Google WorkspaceIntegrationNative
Microsoft 365NativeNative
SAPIntegrationNot supported
SlackNot supportedNot 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.

Founded2002 (24 yrs)2018 (8 yrs)
HeadquartersTampere, FinlandNot recorded
PhonePlan not statedNot listed
EmailNot listedNot listed
Live chatNot listedNot listed
Support portal / ticketsNot listedPlan not stated
Community forumPlan not statedNot listed
Help centre / docsAll plansNot listed
Dedicated account managerNot listedNot listed
In person / on-siteNot listedNot listed
Support hours24/7Not 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 featuresCopilot / assistant; Agentic workflows; AI search; Document processingAnomaly detection; Predictive analytics; Agentic workflows
Built around AI?AI added to an existing productAI-native
Trains on your dataNot recorded — ask the vendorNot recorded — ask the vendor
Runs onNot recordedNot recorded
AI pricingIncluded in the planNot 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

Typical annual cost × Time-to-value

$0/yr$7/yr$196/yr$5k/yr$110k/yr11d21d30d38d48dAnnual TCO ← betterDays to value better →Quick & CheapQuick & PriceySlow & CheapSlow & Pricey

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

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