Lightstep vs Sumo Logic: Observability & APM Comparison (2026)
An independent side-by-side comparison of Lightstep and Sumo Logic for observability & apm 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 observability & apm questions. Last 90 days across ChatGPT, Perplexity, Gemini, Claude, and Copilot.
Too early to call — probes still building data.
ChatGPT
Lightstep
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No data yet
Sumo Logic
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No data yet
Perplexity
Lightstep
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No data yet
Sumo Logic
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No data yet
Gemini
Lightstep
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No data yet
Sumo Logic
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No data yet
Claude
Lightstep
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No data yet
Sumo Logic
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No data yet
Copilot
Lightstep
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No data yet
Sumo Logic
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No data yet
Scale:NoneLowFairStrongExcellent
Probes run hourly; each (engine × query) combo retests every ~3 days.
Pricing
Key Features
Lightstep
Feature data is being indexed.
Sumo Logic
Feature data is being indexed.
When to choose Lightstep
Choose Lightstep if your team prioritizes its strengths over Sumo Logic's. Full guidance populates as Lightstep's feature data is indexed.
When to choose Sumo Logic
Choose Sumo Logic if your team prioritizes its strengths over Lightstep's. Full guidance populates as Sumo Logic's feature data is indexed.