Dynatrace Davis AI alternatives

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

Dynatrace Davis AI in one minute

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

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.

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

At a glance

Tool	Best for	Biggest catch	Starting price
Datadog AI	Existing 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 bundle	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)
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	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. 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)

Full Datadog AI review · Datadog AI alternatives

Sources for Datadog 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.