Decodable vs Starburst: Analytics Comparison (2026)

An independent side-by-side comparison of Decodable and Starburst for analytics buyers — pricing, features, integrations, and how often each is cited by major AI engines.

AI Citation Scorecard

How often each is cited by major AI engines when buyers ask analytics questions. Last 90 days across ChatGPT, Perplexity, Gemini, Claude, and Copilot.

Too early to call — probes still building data.
ChatGPT
Decodable
Tracking…
No data yet
Starburst
Tracking…
No data yet
Perplexity
Decodable
0 / 1 probes
0%
Invisible
Starburst
0 / 1 probes
0%
Invisible
Gemini
Decodable
Tracking…
No data yet
Starburst
Tracking…
No data yet
Claude
Decodable
Tracking…
No data yet
Starburst
Tracking…
No data yet
Copilot
Decodable
0 / 1 probes
0%
Invisible
Starburst
0 / 1 probes
0%
Invisible
Scale:NoneLowFairStrongExcellent

Probes run hourly; each (engine × query) combo retests every ~3 days.

Pricing

Decodable
Starting price
—
Free tier
—
decodable.co ↗
Starburst
Starting price
—
Free tier
—
starburst.io ↗

Key Features

Decodable

Feature data is being indexed.

Starburst

Feature data is being indexed.

When to choose Decodable

Choose Decodable if your team prioritizes its strengths over Starburst's. Full guidance populates as Decodable's feature data is indexed.

When to choose Starburst

Choose Starburst if your team prioritizes its strengths over Decodable's. Full guidance populates as Starburst's feature data is indexed.

AI visibility profiles

Is one of these your brand?

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Decodable

decodable.co

Starburst

starburst.io

Free check

Check any brand's AI visibility — free

We ask the buyer questions in this market across ChatGPT, Claude, Gemini, Perplexity and Copilot, and show you who gets named.

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