Toko vs Grafana Labs

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

AI visibility is closely matched (45 vs 45)
Toko logo

Toko

EmergingEducation

General

AI English speaking fluency app targeting East Asian learners with real-time pronunciation and grammar feedback; $900K revenue in 2024 with 4.8-star rating competing with ELSA Speak and Duolingo.

AI VisibilityBeta
Overall Score
C45
Category Rank
#467 of 1158
AI Consensus
66%
Trend
up
Per Platform
ChatGPT
56
Perplexity
48
Gemini
44

About

Toko is a Brooklyn-based AI-powered English speaking fluency app designed specifically for East Asian learners (native speakers of Mandarin, Japanese, Korean, and Vietnamese) — providing short, realistic conversational practice sessions with an AI tutor that delivers real-time grammar corrections and pronunciation feedback calibrated to the specific error patterns common among East Asian English speakers. Founded in 2021 by former Quizlet engineer Jen and a Y Combinator graduate, Toko generated $900,000 in revenue in 2024 with a 6-person team, maintaining a 4.8-star rating with 5,000+ reviews on Google Play.

Full profile
Grafana Labs logo

Grafana Labs

ChallengerIT Operations & Observability

Metrics Visualization

Open-source observability leader with $6B valuation; Grafana dashboards plus Loki/Tempo/Mimir stack serving millions of installations as Datadog alternative with community-driven adoption.

AI VisibilityBeta
Overall Score
C45
Category Rank
#1 of 1
AI Consensus
62%
Trend
down
Per Platform
ChatGPT
46
Perplexity
41
Gemini
36

About

Grafana Labs is the company behind Grafana — the world's most widely used open-source observability and data visualization platform — providing the Grafana Cloud managed service, Grafana Enterprise, and a suite of open-source tools including Loki (log aggregation), Tempo (distributed tracing), and Mimir (long-term Prometheus metrics storage). Founded in 2019 by Raj Dutt, Torkel Ödegaard, and Tom Wilkie (the creators of the original Grafana open-source project) in New York, Grafana Labs has raised over $600 million at a $6 billion valuation.\n\nGrafana's open-source project — downloadable and self-hostable for free — has driven extraordinary community adoption: millions of Grafana installations globally power engineering, IoT, and business dashboards at organizations from startups to large enterprises. Grafana's plugin ecosystem connects to 200+ data sources (Prometheus, InfluxDB, Elasticsearch, AWS CloudWatch, databases), making it the universal observability visualization layer. Grafana Cloud packages the open-source tools into a fully managed SaaS offering with unlimited metrics, logs, traces, and dashboards.\n\nIn 2025, Grafana Labs competes in the observability platform market against Datadog, New Relic, Dynatrace, and the ELK/OpenSearch stack for enterprise monitoring and observability. Grafana's open-source-first model creates a moat through developer community and ecosystem — engineers who build personal dashboards on Grafana become advocates for Grafana Cloud at their employers. The company's OpenTelemetry alignment and multi-source data philosophy ("query any data, anywhere") differentiates it from Datadog's monolithic agent model. The 2025 strategy focuses on growing Grafana Cloud enterprise adoption, advancing AI-powered Sift (automatic anomaly investigation), and expanding the Grafana IRM (incident response management) product.

Full profile

AI Visibility Head-to-Head

45
Overall Score
45
#467
Category Rank
#1
66
AI Consensus
62
up
Trend
down
56
ChatGPT
46
48
Perplexity
41
44
Gemini
36
56
Claude
53
56
Grok
46

Capabilities & Ecosystem

Capabilities

Only Grafana Labs
Metrics Visualization
Grafana Labs is classified as company.

Track AI Visibility in Real Time

Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.