Defog vs QueryStory

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

Data last refreshed October 2026

Defog

Defog, Inc.

Never wait for data again

Paid

79% verification coverage

QueryStory

QueryStory, Inc.

The agentic data platform for turning data into decisions.

Enterprise

79% verification coverage

Trust & Reliability

Defog

Users:100K-1M

Customers (per vendor):Toyota, Alliance Bernstein, Macmillan +1

QueryStory

Uptime:99.98%Status page

Customers (per vendor):New York Life Ventures

GDPR

Overall Winner: Defog

6.0/10 vs QueryStory at 4.1/10

Leads in:

Ease of Use

Customization

Integration

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

AI Comparison Summary

Defog

6.0

avg score

QueryStory

4.1

avg score

Defog leads overall — particularly in Ease of Use and Customization and 1 more.

QueryStory has an edge in Compliance & Data Protection.

Based on 7 dimensions

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

Overall Winner

Defog

6.0 / 10

Defog

Best For

Enterprise organizations needing fast data insights

Data analysts looking to explore broad hypotheses and drill down into specifics

Teams requiring privacy-first AI data analysis

Organizations with diverse data sources including databases, SaaS tools, and CSVs

QueryStory

Best For

RevOps teams needing account reviews and pipeline analysis

Finance teams requiring variance analysis and board-ready metrics

Marketing teams optimizing customer journeys and campaign attribution

Sales teams seeking action signals and pipeline effectiveness guidance

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

Defog is best for

🎨Image & Design7.0💻Coding & Dev6.0📊Data & Analytics6.0

QueryStory is best for

💻Coding & Dev9.0🎨Image & Design8.0📊Data & Analytics6.4

Filter by your use case:

Limitations

Defog

Cons

Self-hosted models require an annual commitment
Free API key is limited to 5 tables, 25 columns, and 1000 queries per month
The site is provided on an "as-is" and "as available" basis with limited warranties
Company has no obligation to provide support in connection with the site

QueryStory

Cons

Multi-step trajectory rollback remains an open challenge (Security/Trust page)

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

Customization5

Support5

Integration5

Compliance & Data Protection5

Performance5

Planning Quality5

Dimension Comparison

Defog

6.0

/ 10

Clear winner

QueryStory

4.1

/ 10

Dimension Breakdown

Ease of Use

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

Defog

9.0▲ +6.0

QueryStory

3.0

Customization

Calculated

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

Defog

7.0▲ +5.0

QueryStory

2.0

Support

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

Defog

6.0

QueryStory

6.0

Integration

Calculated

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

Defog

7.0▲ +4.0

QueryStory

3.0

Compliance & Data Protection

Calculated

Compliance certifications and data-protection posture, counted from ten verified signals: SOC 2 Type II, GDPR compliance, HIPAA, WCAG AA/AAA, PII redaction, licensed-only training, a published sub-processor list, a downloadable DPA, not training on user data, and a documented deletion path

Defog

1.0

QueryStory

4.0▲ +3.0

Performance

Calculated

Latency + throughput speed

Defog

5.0

QueryStory

5.0

Planning Quality

Calculated

Multi-step planning depth + replanning capability

Defog

7.0▲ +1.0

QueryStory

6.0

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

Defog

Task

QueryStory

7.0

Data Visualization

8.0

9.0

Natural Language Queries

9.0

4.0

Dashboard Creation

8.0

4.0

Data Cleaning

4.0

5.0

Predictive Analytics

4.0

6.0

Automated Insights

6.0

8.0

Data Integration

7.0

6.0

Report Generation

9.0

4.0

Anomaly Detection

6.0

Collaboration Sharing

8.0

* 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

What are the main differences between Defog and QueryStory?

Defog — "Never wait for data again". QueryStory — "The agentic data platform for turning data into decisions". The Features section on this page compares them side by side.

Who is Defog best for compared with QueryStory?

Defog is best for Enterprise organizations needing fast data insights; and for Data analysts looking to explore broad hypotheses and drill down into specifics. QueryStory is best for RevOps teams needing account reviews and pipeline analysis; and for Finance teams requiring variance analysis and board-ready metrics.

How does the pricing of Defog compare with QueryStory?

Defog is paid, paid plans start at $5000/month. QueryStory is enterprise-priced (custom quote). Always verify current pricing with the vendor.

Does Defog or QueryStory have a free plan?

Defog lists no free plan. QueryStory does not list a free plan in our data. Always verify current pricing with the vendor.

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