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aiAxonIQ vs Honeycomb

Traces, logs, and metrics.
Not just traces.

Honeycomb excels at trace exploration but charges per event and doesn't include metrics or log management. aiAxonIQ gives you everything in one platform.

3 signals in 1logs, metrics, and traces — not just events

Why teams switch

01
Metrics + traces + logs
Honeycomb is trace-focused. You still need Prometheus and a log tool. aiAxonIQ has all three built in.
02
Data-based pricing
Honeycomb charges per event, so costs scale with traffic. aiAxonIQ prices on data volume with ClickHouse columnar compression keeping retention affordable.
03
No sampling required
Head-based sampling means gaps in trace coverage. aiAxonIQ stores 100% of traces with ClickHouse columnar compression.

Pricing at a glance

aiAxonIQ Growth
$49/mo
Logs, metrics, and traces. Unlimited users.
Honeycomb Team
$130+/month
Traces only. Metrics and logs require separate tools.

Feature comparison

Feature
aiAxonIQ
Honeycomb
Distributed tracing
Log management
Metrics (Prometheus)
LLM observability
Pricing model
Data volume
Per event
100% trace storage
Sampling required
Security monitoring
Custom dashboards
OpenTelemetry native
No vendor lock-in
Partial
Free tier (forever)
Up to 3 services
20M events/month
Self-hosted option
Alert on any field
PromQL support

Hover feature rows for notes. Competitor details based on publicly available information — verify against their current docs.

Migrate from Honeycomb

Switch in 3 steps

1

Keep Honeycomb running — add aiAxonIQ in parallel via OTLP multi-exporter

2

Compare trace data for 1 week, validate aiAxonIQ capture rate

sdk.addSpanProcessor(new MultiSpanExporter([honeycombExporter, oiqExporter]))
3

Remove Honeycomb exporter when satisfied. Enjoy logs and metrics in the same platform.

The bottom line

Trace depth, plus the other two signals.

aiAxonIQ keeps the trace-first workflow — high-cardinality attributes, span analytics, full retention — and adds BM25 full-text log search and a Prometheus-compatible metrics engine on the same ClickHouse backend. One tool for all three signals instead of a tracing tool plus a metrics stack plus a log stack.

Logs, metrics, and traces in one platform100% trace retention — no samplingBM25 full-text log search

Switch from Honeycomb today

Connect your first service in under 5 minutes. No credit card required. Free tier includes 3 services forever.

Start for free — no migration risk See all comparisons