Toucan Toco vs OpsLevel

Side-by-side comparison of AI visibility scores, market position, and capabilities

Toucan Toco leads in AI visibility (40 vs 24)
Toucan Toco logo

Toucan Toco

EmergingModern Data Stack & Analytics Engineering

Embedded Analytics

Paris France embedded analytics platform raised €20M+; builds data story applications embedded inside business software for non-technical end users; white-label embedded layer for ISVs, SaaS companies, and enterprises to add data storytelling to their products.

AI VisibilityBeta
Overall Score
C40
Category Rank
#2 of 2
AI Consensus
51%
Trend
up
Per Platform
ChatGPT
34
Perplexity
38
Gemini
36

About

Toucan Toco is an embedded analytics platform founded in 2014 and headquartered in Paris, France. The company was founded by Charles Miglietti and Matthieu Beucher to help organizations embed data storytelling experiences inside their business applications, client portals, and digital products. Toucan Toco's design philosophy centers on making data understandable to non-technical end users through guided, narrative-style data presentations — "data stories" — rather than raw dashboards that require users to know what to look for and how to interpret metrics.\n\nToucan Toco raised over €20 million in funding from investors including Partech, Bpifrance, and XAnge. Its platform provides a white-label embedded analytics layer that ISVs, SaaS companies, and enterprises can integrate into their own products with full branding and customization. Toucan's no-code story builder allows non-technical teams to create interactive data stories by connecting to data sources, defining charts and KPIs, and adding narrative annotations and context — producing analytics applications that guide users through the data rather than leaving them to explore raw numbers. The platform is optimized for mobile and tablet consumption, recognizing that many business users interact with analytics on mobile devices.\n\nToucan Toco's embedded analytics positioning targets SaaS vendors that want to add analytics value to their product without building a BI engine from scratch, and enterprises that want to deliver data experiences to external customers or field teams who are not data professionals. The company's French roots, GDPR-compliant architecture, and European customer base make it a leading embedded analytics vendor in the European market alongside global competitors like Sigma Computing and Qlik.

Full profile
OpsLevel logo

OpsLevel

EmergingDeveloper Tools

Developer Portal

OpsLevel is a developer portal and service catalog for tracking service ownership, maturity scorecards, and production readiness across microservices.

AI VisibilityBeta
Overall Score
D24
Category Rank
#1 of 1
AI Consensus
67%
Trend
up
Per Platform
ChatGPT
22
Perplexity
18
Gemini
26

About

OpsLevel is a developer portal platform that gives engineering organizations visibility into the services they operate, who owns them, and how mature they are relative to internal engineering standards. At its core, OpsLevel maintains a service catalog that maps every microservice, repository, and infrastructure component to a team owner, populating metadata automatically from integrations with GitHub, GitLab, PagerDuty, Datadog, and cloud providers. This catalog becomes the authoritative source of truth for answering questions like who to contact about a service, what tier of reliability it requires, and what dependencies it has — questions that are often unanswerable at engineering organizations that have grown past the point where everyone knows everything.

Full profile

AI Visibility Head-to-Head

40
Overall Score
24
#2
Category Rank
#1
51
AI Consensus
67
up
Trend
up
34
ChatGPT
22
38
Perplexity
18
36
Gemini
26
51
Claude
32
50
Grok
28

Key Details

Category
Embedded Analytics
Developer Portal
Tier
Emerging
Emerging
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Toucan Toco
Embedded Analytics
Only OpsLevel
Developer Portal

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