LangflowLow-code AI builder for agentic and RAG applications
vs
LookerAgentic business intelligence and embedded analytics on Google Cloud
Comparison · AI Agents · weekly run Nov 3
Langflow 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 0.6 for Langflow.
Choose Langflow if…
No clear advantage in the published data.
Choose Looker if…
- You want the brand AI engines rank higher (10.4 vs 0.6)
- AI answers describe it more positively (30% vs 0% 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 | Langflow | Looker |
|---|---|---|
| Visibility score | 0.6% | 10.4% |
| Change vs last week | New | New |
| Rank in AI Agents | #69 | #13 |
| Share of voice | 0.1% | 2.5% |
| Mentions this run | 1 | 17 |
| Positive in AI answers | 0% | 30% |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
Langflow 0pp · Looker 0pp over 0 weekly runs.
Engine by engine
Looker leads on 3 of 3 engines
ChatGPT
AI Mode
Perplexity
LangflowLooker
Head to head in AI answers
0 engine answers name both brands
0Langflow ranked higher
0Looker ranked higher
Features, pricing & fit
| Dimension | Langflow | Looker |
|---|---|---|
| Deployment | Self-hosted open source, or a free hosted cloud account | Google Cloud |
| Compliance | — | SOC 2, ISO 27001, FedRAMP, HIPAA |
| Funding | Series A | Series E · $280M raised |
| Best for | Development teams building multi-agent and RAG applications who want visual flows with Python control | — |
Pros and cons
Themes from the AI answers that mention each brand
Langflow
Profile in progress.
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, “Langflow vs Looker”, https://slateindex.ai/compare/langflow-vs-looker, data of Nov 3, 2026. Licence: CC BY 4.0.