Business Intelligence & Dashboards
4.4/5.0
VerifiedFreemiumLast technical review:
Markdown for AI (.md)

Count

AI-powered platform for analytics auditing and reasoning validation.

Pricing

$0/mo

Freemium
Score

4.4/5

  1. FreeFree
  2. $30/moPro
Certifications
1
Last technical review
2026-11-01
Available plansVisit website (opens in a new tab)

Technical Overview

Count is a collaborative platform designed for AI-assisted analytics and research. It connects assistants like Claude or ChatGPT to audit responses, break down complex arguments into individual reasoning chains, and detect unverified hallucinations or assumptions. It operates as an analytical canvas connected to databases and business tools to ensure rigorous decision-making.

Analyst Evaluation: Pros and Limitations

Verified Advantages

  • Deconstructs AI responses into verifiable reasoning chains.
  • Automatically detects hallucinations and implicit assumptions.
  • Collaborative analytics canvas integrated with external data sources.

Technical Considerations

  • Workspace-based pricing model with strict limits on introductory tiers.
  • Requires integration with external third-party models using supported connectors.

Technical Capabilities & Features

4/7
Included:REST & GraphQL API
Not available:SSO / SAML Authentication
Not available:Self-Hosted Option
Included:Full Data Export
Included:Role-Based Access Control (RBAC)
Not available:Custom Domains & SSL
Included:Immutable Audit Logs
Scorecard
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Technical Scorecard: Count

85/100
DX & Tech Documentation
Excellent
85/100
Pricing Fairness
Excellent
80/100
Security & Governance
Excellent
85/100
Data Portability & Sovereignty
Excellent
85/100
Performance & Reliability
Excellent
90/100

Time to Value & Fit by Segment: Count

Estimated Time-to-Value< 1 hour (Immediate)

Near-instantaneous deployment with minimal technical friction.

Learning CurveModerate (Standard)

Requires consulting technical documentation and basic credentials setup.

Fit Index by Organization Size

Startup & Agile Teams1 to 50 members
80%
Mid-Market & Scaleup50 to 500 members
90%
Corporate Enterprise500+ members
70%
Pricing & TCO
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Pricing

$0.00/mo

Model: FREEMIUM.

Available plans:

  • Free$0/mo
  • Pro$30/mo

Free Tier Verification:

  • No credit card required
  • Commercial use allowed
  • Monthly recurring quota reset
  • No mandatory watermarks
Get Count (opens in a new tab)

Billing Risks & Hidden Clauses: Count

Free Tier Limits:

Incluye uso básico para espacios de trabajo con límites en el número de integrantes.

Audited Billing Critical Points:
  • Los planes de pago escalan según el número de usuarios permitidos por espacio de trabajo.

"Workspace users Everyone in your workspace, whatever their role. Up to 5 Up to 75 Un"

Verified Quote: /pricing
Total Cost of Ownership (TCO) Projection: Count$0.00/mo
Deterministic cost estimation at 12 and 36 months based on team size, including SSO tax premiums and annual prepay discounts.
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Indie / Solo (1 active user)

Solo developer or independent technical founder.

Base Monthly Cost
$30/month
1 active user
12-Month Investment
$306/year
Includes ~15% savings via annual billing
3-Year TCO Projection (36m)
$918total
Consolidated software licensing expenditure

Estimated Self-Hosted VPS + DevOps Cost

Break-Even Point: Profitable starting at 1 active user

Calculated infrastructure: VPS 1 vCPU / 2GB RAM (~$5) + 0.5h DevOps/mes ($20)

Annual VPS + DevOps Cost$300/year
Differential vs SaaS LicensingSavings of $6/year
Startup (10 active users)

Agile engineering team in validation and early traction stage.

Base Monthly Cost
$300/month
10 active users
12-Month Investment
$3,060/year
Includes ~15% savings via annual billing
3-Year TCO Projection (36m)
$9,180total
Consolidated software licensing expenditure

Estimated Self-Hosted VPS + DevOps Cost

Break-Even Point: Profitable starting at 4 active users

Calculated infrastructure: VPS 2 vCPU / 8GB RAM (~$15) + 2h DevOps/mes ($80)

Annual VPS + DevOps Cost$1,140/year
Differential vs SaaS LicensingSavings of $1,920/year
Growth (25 active users)

Scaling company with team governance and granular access control requirements.

Base Monthly Cost
$750/month
25 active users
12-Month Investment
$7,650/year
Includes ~15% savings via annual billing
3-Year TCO Projection (36m)
$22,950total
Consolidated software licensing expenditure

Estimated Self-Hosted VPS + DevOps Cost

Break-Even Point: Profitable starting at 12 active users

Calculated infrastructure: Cluster VPS 4 vCPU / 16GB RAM (~$45) + 6h DevOps/mes ($240)

Annual VPS + DevOps Cost$3,420/year
Differential vs SaaS LicensingSavings of $4,230/year
Scaleup (100 active users)

Established organization with enterprise security policies and mandatory SAML/SSO.

Base Monthly Cost
$3,000/month
100 active users
12-Month Investment
$30,600/year
Includes ~15% savings via annual billing
3-Year TCO Projection (36m)
$91,800total
Consolidated software licensing expenditure

Estimated Self-Hosted VPS + DevOps Cost

Break-Even Point: Profitable starting at 31 active users

Calculated infrastructure: Infraestructura HA redundante + Backups (~$150) + 16h DevOps/mes ($640)

Annual VPS + DevOps Cost$9,480/year
Differential vs SaaS LicensingSavings of $21,120/year
Usage Surcharges & Bill Shock Simulator: CountWhat usage costs as you scale
Detect overage penalties before they impact engineering budget.
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Prototype / MVP (10 GB)

Included base quota in plan: 5 GB.
Low Risk / Predictable Bill
Base Monthly Rate
$30/mo
Fixed subscription or contracted tier
Overage Penalty
+$1/month extra
Variable surcharge for consumption above plan quota
Estimated Monthly Invoice
$31/mo
Total monthly cost before taxes
Technical Mitigation Recommendation:

Suitable for development; verify concurrent connection limits.

Base Production (50 GB)

Included base quota in plan: 5 GB.
Low Risk / Predictable Bill
Base Monthly Rate
$30/mo
Fixed subscription or contracted tier
Overage Penalty
+$8/month extra
Variable surcharge for consumption above plan quota
Estimated Monthly Invoice
$38/mo
Total monthly cost before taxes
Technical Mitigation Recommendation:

Implement table compression policies and temporal partitioning.

Active Growth (250 GB)

Included base quota in plan: 5 GB.
Moderate Risk / Monitor Quota
Base Monthly Rate
$30/mo
Fixed subscription or contracted tier
Overage Penalty
+$44/month extra
Variable surcharge for consumption above plan quota
Estimated Monthly Invoice
$74/mo
Total monthly cost before taxes
Technical Mitigation Recommendation:

Offload cold backups to standard object storage (S3).

Large Scale (1.000 GB (1 TB))

Included base quota in plan: 5 GB.
Critical Risk / Severe Bill Shock
Base Monthly Rate
$30/mo
Fixed subscription or contracted tier
Overage Penalty
+$179/month extra
Variable surcharge for consumption above plan quota
Estimated Monthly Invoice
$209/mo
Total monthly cost before taxes
Technical Mitigation Recommendation:

Migrate to dedicated instance or self-hosted cluster to curtail I/O fees.

Procurement Strategy & Discounts: CountB2B Negotiation Playbook
Corporate executive level with highest authority to approve budgetary exceptions.
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Fair Market Price & B2B Procurement Benchmark

Non-renewal notice: 30 days before expirationMedian achieved discount: -12%
Public List Price
Custom / Contact
100% baseline
Audited Market Average
-12% median
~88% of list price
Optimized Target Price
-20% target
Max achievable discount (Q4 / multi-year): -20%

Verified Tactical Savings Levers

  • Annual Upfront PrepayUp to -15%

    Consolidated discount for upfront annual billing versus monthly rate.

  • Volume Seat TiersUp to -20%

    Tiered volume pricing discounts when exceeding team seat thresholds.

Security & Data Exit
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Compliance & Security Standards: Count

SOC 2 Type IINot reported
ISO 27001Not reported
GDPR / RGPDAudited
HIPAANot reported
PCI-DSSNot reported
Jurisdiction & Legal Sovereignty
🇬🇧United Kingdom [GB]Immune to US CLOUD Act (EU Sovereign)GDPR DPA Available
SSO Availability (SAML Enterprise)
SSO as Paid Add-on
Data Residency
USEUAWS
AI Privacy Policy
Opt-out available
Data Liberation & Migration Runbook: CountJSON · CSV · PDF
Actionable escape runbook and credential export guarantees to mitigate vendor lock-in.
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Supported Structured Export Formats
JSONCSVPDF
Password Hash Portability
Subject to Support Ticket (Manual Process)

Credential hash export requires commercial mediation or formal support ticket approval.

CLI Command / Rescue Endpoint
Admin Console -> Workspace Export
Exit Protocol & Migration Notes

Standard workspace data export in tabular and JSON formats.

Deployment & Infrastructure Requirements: CountDocker
Hardware specs and Docker directives to run on local servers, dedicated VPS, or Kubernetes without telemetry leak to the cloud.
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Minimum Memory1 GB RAM (Recommended)
Compute CPU1 vCPU
Runtime / LanguageTypeScript / Go / Rust
Code LicenseOpen Source
Docker CLI Directive
docker run -d --name count -p 8080:8080 count:latest
Companion Services & Dependencies:
PostgreSQL 15+Redis 7+
Community & Repository
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Technical Reputation of Count

83/100 Technical Trust

Frequent Praises in Production

  • Deconstructs AI responses into verifiable reasoning chains.
  • Automatically detects hallucinations and implicit assumptions.
  • Collaborative analytics canvas integrated with external data sources.

Reported Production Frictions

  • Workspace-based pricing model with strict limits on introductory tiers.
  • Requires integration with external third-party models using supported connectors.
Commercial Treatment & Vendor Lock-in:Self-Service in Dashboard

Cancellation flow is autonomous via billing portal or subscription settings.

Frequently Asked Technical Questions (Count)

How does Count verify responses generated by artificial intelligence models?

Count analyzes the model response, breaks it down into individual claims, and traces the underlying logical chain to flag contradictions, missing sources, or inferences lacking empirical backing.

What artificial intelligence assistants can be connected to the platform?

The platform allows connection with tools and assistants supporting standard integration protocols such as Claude, ChatGPT, and other compatible systems via connectors or MCP.

Is there a permanent free tier available for use?

Yes, it features a free tier focused on workspaces with specific limits on user count and monthly usage to evaluate the tool before upgrading to paid plans.

Direct Alternatives

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