DifyThe Platform for Production-Ready Agentic Workflows
vs
LookerAgentic business intelligence and embedded analytics on Google Cloud
Comparison · AI Agents · weekly run Nov 3
Dify vs Looker
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
Looker is the stronger AI pick in AI Agents: it has a visibility score of 10.4 versus 5.2 for Dify, and ranks ahead in 100% of the answers that name both.
Choose Dify if…
- You need a self-hosted or on-premises option
- You need SOC 2 Type II or ISO 27001:2022 or GDPR coverage
- Self-hosting and strong data control
- Recommended as a no-code option
Choose Looker if…
- You want the brand AI engines rank higher (10.4 vs 5.2)
- AI answers describe it more positively (30% vs 27% positive)
- You need SOC 2 or ISO 27001 or FedRAMP or HIPAA coverage
- Governed semantic layer and metric consistency
AI visibility side by side
Latest weekly run · Nov 3
| Metric | Dify | Looker |
|---|---|---|
| Visibility score | 5.2% | 10.4% |
| Change vs last week | New | New |
| Rank in AI Agents | #22 | #13 |
| Share of voice | 1.5% | 2.5% |
| Mentions this run | 11 | 17 |
| Positive in AI answers | 27% | 30% |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
Dify 0pp · Looker 0pp over 0 weekly runs.
Engine by engine
Looker leads on 2 of 3 engines
ChatGPT
AI Mode
Perplexity
DifyLooker
Head to head in AI answers
3 engine answers name both brands
0Dify ranked higher
3Looker ranked higher
| Prompt | Engine | Dify | Looker |
|---|---|---|---|
| Top AI agent platform options for B2B SaaS companies | ChatGPT | #14 | #11 |
| Which AI Agents vendors do analysts recommend? | ChatGPT | #17 | #13 |
| Official website of the top AI agent platform vendors | ChatGPT | #20 | #4 |
Features, pricing & fit
| Dimension | Dify | Looker |
|---|---|---|
| Pricing model | Flat tiers | — |
| Entry price | Free; paid from $590 / mo | — |
| Free plan | Yes | — |
| Deployment | Dify Cloud, customer VPC, or self-hosted (Docker, Kubernetes via Helm chart) | Google Cloud |
| Compliance | SOC 2 Type II, ISO 27001:2022, GDPR | SOC 2, ISO 27001, FedRAMP, HIPAA |
| Support | Community Discord and forum support, Dedicated CSM and 24/7 support on Enterprise, Professional technical support on Enterprise | — |
| Founded | 2023 | — |
| Funding | Series Pre-A | Series E · $280M raised |
| Best for | Enterprise teams and developers who need to take AI agents and workflows from prototype to production, including organizations that require private deployment, security review and audit. | — |
Plans side by side
Dify
Professional$590per workspace / year
Team$1,590per workspace / year
Sandbox$0free
EnterpriseCustomcustom, contact sales
Community$0free
Looker
Pricing not available.
Pros and cons
Themes from the AI answers that mention each brand
Dify
- Self-hosting and strong data control
- Recommended as a no-code option
- Well suited for building AI-powered applications
Looker
- Governed semantic layer and metric consistency
- Strong integration with Google Cloud, BigQuery and Workspace
- Developer-centric data modeling via LookML
- Around 4.5 out of 5 stars on Gartner Peer Insights
- Quote-only enterprise pricing starting above $60,000 a year
- Poor fit for NoSQL-heavy data stacks or standalone embedded needs
- Less suited to teams using macOS without virtual machines
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “Dify vs Looker”, https://slateindex.ai/compare/dify-vs-looker, data of Nov 3, 2026. Licence: CC BY 4.0.