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Deepnote vs Coefficient

Comprehensive side-by-side comparison — features, pricing, performance, and more.

Updated August 2026
Deepnote logo

Deepnote

Deepnote

Collaborative analytics & data science notebook

Freemium
79% verification coverage
VS
Coefficient logo

Coefficient

Coefficient

Data Connectors & AI Dashboards for Sheets & Excel

Freemium
77% verification coverage

Trust & Reliability

Deepnote

Uptime:100.00% (30-day)Status page
Users:100K-1M
Customers (per vendor):SoundCloud, Gusto, MoneyLion +7
GDPR
SOC 2
HIPAA

Coefficient

Customers (per vendor):Miro, Klaviyo, Mutiny +3
GDPR
SOC 2

Too Close to Call

Deepnote (7.8) vs Coefficient (7.3) — difference of 0.4 points

Scores are AI-estimated from publicly available data — not an independent test or a verified user rating. How we rank →

AI Comparison Summary

Deepnote

7.8

avg score

Coefficient

7.3

avg score

Both tools score very similarly overall — the best choice depends on your specific priorities.

Based on 12 dimensions

Scores are AI-estimated from publicly available data — not an independent test or a verified user rating. How we rank →

Too close to call — it's a tie

Deepnote

Best For
Mid-market data teams needing a collaborative platform for data analysis and machine learning workflows
Enterprise data science teams requiring secure, auditable workspaces with flexible deployment options
Data professionals and educators looking for an AI-native notebook environment with extensive integrations
Fintech and finance teams building credit risk models, fraud detection, and portfolio analysis in a governed environment

Coefficient

Best For
Mid-market and enterprise GTM teams needing live data in spreadsheets for reporting and analysis
Finance and accounting teams automating month-end close and financial forecasting in Excel
Marketing teams tracking ROAS and full-funnel reporting directly in Google Sheets
Data and analytics teams providing self-serve data access to business users with governance

* Verdict is based on our algorithmic scoring of publicly available data. Learn about our methodology

Deepnote is best for

🎨Image & Design8.0📊Data & Analytics7.5💻Coding & Dev7.0

Coefficient is best for

🎨Image & Design8.0📊Data & Analytics7.7💻Coding & Dev7.0

Filter by your use case:

Limitations

DeepnoteDeepnote

Cons

  • Free plan has limited AI completions and calls per month
  • Free plan limits projects to 5 and revision history to 7 days
  • Free plan has a 15-minute inactivity period for machines
  • SQL blocks currently return pandas DataFrames, not configurable to Polars DataFrames directly
  • No explicit mention of support for all major human languages for UI or output
CoefficientCoefficient

Cons

  • Free plan has limited data sources, row import/export sizes, and manual refresh only
  • Pro plan has a maximum of 5 users for multi-user support
  • Some features like Alerts and GPT Copilot are still coming soon for Excel Add-In
  • Requires an active internet connection as it is a cloud-based platform
  • Advanced security features like custom SSO are only available on the Enterprise plan
Weighted Score — Adjust What Matters to You

Pick a profile or drag sliders — scores and radar update instantly on the right.

Quick profiles:

Ease of Use5
Output Quality5
Value for Money5
Customization5
Support5
Integration5
Accuracy & Reliability5
Compliance & Data Protection5
Performance5
Task Completion5
Tool Use Correctness5
Planning Quality5

Dimension Comparison

Ease of UseOutput QualityValueCustomizationSupportIntegrationAccuracyCompliancePerformanceTask DoneTool UsePlanning

Deepnote

7.8

/ 10

Your pick

Coefficient

7.3

/ 10

Dimension Breakdown

Ease of Use

AI

How intuitive is onboarding, UI navigation, and day-to-day usage for the target audience?

Deepnote
7.0
Coefficient
7.0

Output Quality

AI

How accurate, reliable, and useful are the outputs this product generates?

Deepnote
8.0
Coefficient
8.0

Value for Money

AI

How well does the pricing match the features and output quality delivered?

Deepnote
7.0
Coefficient
7.0

Customization

Calculated

How much can users tailor workflows, settings, prompts, or outputs to their needs?

Deepnote
9.0▲ +3.0
Coefficient
6.0

Support

AI

How strong is the documentation, customer support, community, and learning resources?

Deepnote
7.0
Coefficient
7.0

Integration

Calculated

How well does it connect with other tools, APIs, and workflows?

Deepnote
10.0
Coefficient
10.0

Accuracy & Reliability

AI

Factual accuracy and hallucination resistance

Deepnote
8.0
Coefficient
8.0

Compliance & Data Protection

Calculated

Compliance certifications and data-protection posture, aggregated from verified compliance signals

Deepnote
6.0▲ +1.0
Coefficient
5.0

Performance

Calculated

Latency + throughput speed

Deepnote
8.0
Coefficient
8.0

Task Completion

AI

End-to-end task success rate

Deepnote
Coefficient

Tool Use Correctness

AI

Picks the correct tool + correct arguments

Deepnote
Coefficient

Planning Quality

Calculated

Multi-step planning depth + replanning capability

Deepnote
Coefficient

Calculated = derived from structured signals (integration count, API/open-source config, compliance certs, response-time). AI = LLM-assessed from public website content. Methodology

Task Performance

Deepnote

Task

Coefficient

8.0
Data Visualization
8.0
8.0
Natural Language Queries
7.0
7.0
Dashboard Creation
8.0
6.0
Data Cleaning
8.0
7.0
Predictive Analytics
7.0
8.0
Automated Insights
7.0
9.0
Data Integration
9.0
7.0
Report Generation
7.0
7.0
Anomaly Detection
6.0
9.0
Collaboration Sharing
6.0

* Task scores (1–10) are algorithmically generated from publicly available data.

Data is sourced from public information and vendor websites. It may not always be up-to-date — verify pricing and features directly with the vendor before purchasing.Report inaccuracy

Frequently Asked Questions

Which is better, Deepnote or Coefficient?
Both are strong options. Deepnote is a strong choice, while Coefficient is a strong choice. The best choice depends on your specific use case, budget, and workflow requirements.
Is Deepnote cheaper than Coefficient?
Deepnote starts at free (freemium model). Coefficient starts at free (freemium model) with a free trial. Use the Cost Calculator above for a detailed estimate.
What are the main differences between Deepnote and Coefficient?
Deepnote — "Collaborative analytics & data science notebook". Coefficient — "Data Connectors & AI Dashboards for Sheets & Excel". Key differences include their pricing models, platform support, integrations, and technical capabilities. See the Feature Comparison table above for a complete side-by-side breakdown.
Can I use Deepnote and Coefficient together?
Yes, many teams use both tools together for different purposes. Use the Stack Builder section above to combine Deepnote and Coefficient with other tools and save your AI toolkit.
Does Deepnote or Coefficient have a free plan?
Deepnote is available for free. Coefficient is available for free with a free trial. Always verify current pricing directly with the vendor.

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