Normative vs Grafana Labs

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

Grafana Labs leads in AI visibility (45 vs 35)
Normative logo

Normative

EmergingClimate Technology

Corporate Carbon Accounting

Normative is a carbon accounting software company providing science-based emissions calculation and reduction planning for companies pursuing validated climate targets.

AI VisibilityBeta
Overall Score
D35
Category Rank
#1 of 1
AI Consensus
39%
Trend
up
Per Platform
ChatGPT
26
Perplexity
28
Gemini
45

About

Normative is a Swedish climate technology company founded in 2014 that has raised $35M to provide corporate carbon accounting software based on the most comprehensive emissions factor database available. The company's platform enables businesses to calculate their full greenhouse gas footprint using spend-based, activity-based, and supplier-specific methodologies, covering the complete Scope 1, 2, and 3 inventory required for science-based target setting. Normative operates a proprietary emissions factor database with over 40 million data points that is widely recognized as one of the most comprehensive available, enabling more accurate indirect emissions calculations from procurement and supply chain data. The company targets mid-market and enterprise companies in Europe that are preparing for mandatory sustainability reporting under the EU Corporate Sustainability Reporting Directive. Normative provides both software and advisory services to guide companies through target setting, supply chain engagement, and reporting. The company has built particularly strong capabilities for financial institutions calculating financed emissions in investment and lending portfolios, an emerging requirement under the Partnership for Carbon Accounting Financials framework.

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

35
Overall Score
45
#1
Category Rank
#1
39
AI Consensus
62
up
Trend
down
26
ChatGPT
46
28
Perplexity
41
45
Gemini
36
45
Claude
53
46
Grok
46

Capabilities & Ecosystem

Capabilities

Only Normative
Corporate Carbon Accounting
Only Grafana Labs
Metrics Visualization
Grafana Labs is classified as company.

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