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New Relic AI alternatives

2 other AI SRE & Observability tools we have sourced reviews for, all in the same niche as New Relic AI (Infrastructure Monitoring). Within that, they're ordered by aitrove popularity, not by a quality score: we haven't tested them hands-on, so we don't rank them as "best".

New Relic AI in one minute

Best for: Engineering teams that want APM, logs, and AI-assisted alerting with a usable free tier to start.

Biggest catch: Bills climb fast when ingest exceeds 100 GB or you need many full-platform users.

Skip it if: You only need a light log tool, or your ingest volume would blow past free without budget for Data Plus.

Price: Free: 100 GB ingest/mo, 1 full-platform user, unlimited basic users. Paid ingest ~$0.40/GB (original) or $0.60/GB (Data Plus). Full-platform users from $10–$99 (Standard) or $349+/user (Pro). (checked Oct 14, 2026)

At a glance

ToolBest forBiggest catchStarting price
Datadog AIExisting Datadog customers who want AI-assisted investigations without exporting telemetry elsewhere.Credits reset monthly with no rollover; on-demand overage applies when you blow the bundleAI Credits from $500 per 500 credits/mo (annual); monthly and on-demand tiers available. Investigations ~6.5 credits avg. Core Datadog products priced separately. (checked Oct 12, 2026)
Dynatrace Davis AIEnterprises standardizing observability on Dynatrace that want causation AI and optional agentic ops.Platform Subscription is an annual commit model—not a casual $20 SaaS experimentAI Exploration: included. Agentic Operations: $0.10/AI unit. Full-Stack from $58/mo per 8 GiB host (DPS annual commit). (checked Oct 12, 2026)

1. Datadog AI

AI SRE & Observability · Infrastructure Monitoring

Best for: Existing Datadog customers who want AI-assisted investigations without exporting telemetry elsewhere.

Pros

  • Bits AI products (Chat, Investigation, Code, Agent Builder) sit on the same telemetry you already collect in Datadog
  • AI Credits publish clear rates: bundles start at $500 per 500 credits/month on annual commit; investigations average ~6.5 credits
  • Watchdog anomaly detection remains part of broader observability; Bits can investigate from those signals

Biggest catch

Credits reset monthly with no rollover; on-demand overage applies when you blow the bundle

Skip it if: You are not on Datadog yet, or you need a cheap standalone AIOps tool without a full observability suite.

Starting price: AI Credits from $500 per 500 credits/mo (annual); monthly and on-demand tiers available. Investigations ~6.5 credits avg. Core Datadog products priced separately. (checked Oct 12, 2026)

Sources for Datadog AI

2. Dynatrace Davis AI

AI SRE & Observability · Infrastructure Monitoring

Best for: Enterprises standardizing observability on Dynatrace that want causation AI and optional agentic ops.

Pros

  • Davis AI Exploration (DQL help, anomaly detection, forecasting, log patterns) is included with no extra AI charge
  • Full-Stack Monitoring publishes transparent host pricing (e.g. $58/mo per 8 GiB host) with automated RCA in the platform
  • Agentic Operations is metered at $0.10 per AI unit with published averages (e.g. ~30 units for multi-step investigations)

Biggest catch

Platform Subscription is an annual commit model—not a casual $20 SaaS experiment

Skip it if: You need a cheap starter APM, or you only want a chat assistant without Dynatrace telemetry.

Starting price: AI Exploration: included. Agentic Operations: $0.10/AI unit. Full-Stack from $58/mo per 8 GiB host (DPS annual commit). (checked Oct 12, 2026)

Sources for Dynatrace Davis AI

Pros, catches and prices are compiled from public sources (official pricing and docs pages, published reviews, user reports), not hands-on testing. Prices change often, so check the vendor page before you buy.