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Side-by-side compare

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

FFloat

Float

4.4/5
AAbridge

Abridge

4.5/5
ROI categoryops efficiencyops efficiency
Time-to-Value2–4 weeks (~30d)~30 days to first clinicians live (~30d)
Typical annual TCO$7,200/yr$0/yr
Starting price$84/yr$0/yr
Implementation feeNoneNone
Seat tiersPay per scheduled person; unlimited free guests; Enterprise best for 100+ seats; 30-day free Pro trialNo public seat tiers; contracts sized by clinician count (contact form ranges 1-10 to 500+ physicians)
Implementation friction2/53/5
Friction meter
Best forProfessional services firms (agencies, consultancies, IT services) that bill by the hour and manage utilisation; In-house creative and delivery teams of 11–1,000+ people scheduling a shared people pool; Resource managers and delivery ops leads needing real-time availability and capacity views; Finance and delivery leaders tracking project margin, budget burn and estimates vs. actualsEnterprise health systems standardizing ambient clinical documentation across many specialties; Clinicians, CMIOs and CIOs targeting measurable cuts in documentation time, cognitive load and burnout; Nursing and revenue-cycle teams that need conversation-derived draft documentation and coding specificity; Organizations running Epic, Cerner or other major EHRs that want an integrated, validated partner; Pediatric and multilingual care settings (22 pediatric specialties, 28 languages cited)
Not forFirms wanting a full PSA or ERP with invoicing, accounting and CRM in one system; Very small teams or solo operators with no capacity planning need; Engineering teams looking for sprint planning or software delivery tooling; Organisations requiring FedRAMP or HIPAA-grade certificationsBuyers outside healthcare; the platform is purpose-built for clinical conversations; Teams that need published, self-serve list pricing or a free self-signup tier; Small practices wanting a do-it-yourself deployment without an enterprise agreement; Companies seeking native Slack, Salesforce or Snowflake data-warehouse integrations; Organizations unwilling to run clinical validation and change management for AI documentation

Stack fit matrix

SalesforceNot supportedNot supported
AWSNot supportedNot supported
SnowflakeNot supportedNot supported
HubSpotNot supportedNot supported
Google WorkspaceIntegrationNot supported
Microsoft 365IntegrationNot supported
SAPNot supportedNot supported
SlackIntegrationNot supported
MCP (Model Context Protocol)NativeNot supported

Compliance

SOC 2
ISO 27001
GDPR
HIPAA
FedRAMP
ISO 42001
IAPP AIGPnamed staff

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.

Founded2011 (15 yrs)Not recorded
HeadquartersNot recordedNot recorded
PhoneNot listedNot yet recorded
EmailPlan not statedNot yet recorded
Live chatNot listedNot yet recorded
Support portal / ticketsNot listedNot yet recorded
Community forumNot listedNot yet recorded
Help centre / docsAll plansNot yet recorded
Dedicated account managerEnterprise onlyNot yet recorded
In person / on-siteNot listedNot yet recorded
Support hoursBusiness hoursNot yet recorded
Response timeNot statedNot yet recorded

AI & MCP readiness

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

MCP connectionreaches AI clientsOfficial serverNot supported
AI featuresNot yet recordedDocument processing; NLP automation
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 × Verified buyer score

1.9/52.2/52.5/52.8/53.1/54.7/54.6/54.5/54.3/54.2/5Friction ← 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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