Datadog AI alternatives

2 other AI SRE & Observability tools we have sourced reviews for, all in the same niche as Datadog 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".

Datadog AI in one minute

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

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.

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)

Full Datadog AI review

At a glance

Tool	Best for	Biggest catch	Starting price
Dynatrace Davis AI	Enterprises standardizing observability on Dynatrace that want causation AI and optional agentic ops.	Platform Subscription is an annual commit model—not a casual $20 SaaS experiment	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)
New Relic AI	Engineering teams that want APM, logs, and AI-assisted alerting with a usable free tier to start.	Bills climb fast when ingest exceeds 100 GB or you need many full-platform users	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)

Best for different needs

If you need…	Worth a look
A free tier to start	New Relic AI — engineering teams that want APM, logs, and AI-assisted alerting with a usable free tier to start.
Team or enterprise features	Dynatrace Davis AI — enterprises standardizing observability on Dynatrace that want causation AI and optional agentic ops. New Relic AI — engineering teams that want APM, logs, and AI-assisted alerting with a usable free tier to start.

Groupings are generated from each tool's stated capabilities and pricing in our sourced profiles — not hands-on testing.

1. 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)

Full Dynatrace Davis AI review · Dynatrace Davis AI alternatives

Sources for Dynatrace Davis AI

2. New Relic AI

AI SRE & Observability · Infrastructure Monitoring

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

Pros

Full-stack observability with AI monitoring, anomaly detection, and intelligent alerting in one platform
Perpetual free tier: 100 GB ingest/month, one full-platform user, and unlimited basic users with no credit card
Transparent user and ingest pricing once you outgrow free (Standard/Pro full-platform seats plus $0.40–$0.60/GB)

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.

Starting 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)

Full New Relic AI review · New Relic AI alternatives

Sources for New Relic 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.