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Comparison · Analytics
Cortex vs Superwise
A side-by-side editorial comparison of Cortex and Superwise — release velocity, themes, recent moves, and the top alternatives to consider.
Cortex vs Superwise: at a glance
What is Cortex?
Cortex 1.22 is on its fourth candidate, with sharded Parquet and years of deprecated flags removed.
Cortex 1.22.0 has been in release candidates since 12 September, reaching rc.3 on 6 October, and GitHub shows no final yet. The candidate adds sharded Parquet conversion and querying, resource-based query eviction that cancels the heaviest query when CPU or heap crosses a threshold, OCI Object Storage as a backend, and an active-series tracker per tenant. It also removes long-deprecated flags and config fields, some of which now stop Cortex from starting if left in place.
What is Superwise?
Superwise now measures the tokens it saves and can shorten model replies to save more
Sentinel has become the product: since September it is the default on login, with a new home screen and a switcher to the rest of the platform, plus Solo, Pro and Business plans built around Sentinel usage. Token optimization arrived with Headroom prompt compression, then Caveman, an optional setting that shortens model responses while keeping code, numbers and identifiers, with savings reported on the FinOps and Operational dashboards. Guardrails grew into language, image resolution and image sharpness checks, with a test sandbox, and 1.41 can generate test cases from a guardrail's configuration.
Cortex vs Superwise: editorial side-by-side
Cortex
2.5ANALYTICS
Cortex 1.22 is on its fourth candidate, with sharded Parquet and years of deprecated flags removed.
◆ Current state
Cortex 1.22.0 has been in release candidates since 12 September, reaching rc.3 on 6 October, and GitHub shows no final yet. The candidate adds sharded Parquet conversion and querying, resource-based query eviction that cancels the heaviest query when CPU or heap crosses a threshold, OCI Object Storage as a backend, and an active-series tracker per tenant. It also removes long-deprecated flags and config fields, some of which now stop Cortex from starting if left in place.
◆ Where it's heading
The storage arc toward Parquet continues: after 1.21 made Parquet a Store Gateway query mode, 1.22 shards files that exceed column limits. A second arc is protecting shared clusters from heavy tenants, through query eviction, resource-based throttling and concurrent data-byte limits on store gateways. The cleanup is the maturity arc from 1.21 carried further: no-op flags that were tolerated for releases now fail at startup.
◆ Prediction
1.22.0 final should follow rc.3, which added only two fixes. Operators should expect upgrade failures from leftover deprecated flags, and the release notes tell them to grep runtime configs before upgrading.
Superwise
5.0ANALYTICS
Superwise now measures the tokens it saves and can shorten model replies to save more
◆ Current state
Sentinel has become the product: since September it is the default on login, with a new home screen and a switcher to the rest of the platform, plus Solo, Pro and Business plans built around Sentinel usage. Token optimization arrived with Headroom prompt compression, then Caveman, an optional setting that shortens model responses while keeping code, numbers and identifiers, with savings reported on the FinOps and Operational dashboards. Guardrails grew into language, image resolution and image sharpness checks, with a test sandbox, and 1.41 can generate test cases from a guardrail's configuration.
◆ Where it's heading
The gateway is moving from reporting cost to reducing it. August's FinOps dashboard said where tokens went, and the autumn releases act on that and then report the saving, which turns the metric into a sales argument. Guardrails are following the same self-service path: editable per Sentinel, testable before publishing, and now seeded with generated cases. The Sentinel CLI's growing status, logs and Claude Desktop support make it a tool admins run locally.
◆ Prediction
Budget thresholds or routing rules that act on these metrics have not appeared yet, and remain the likely next step now that savings are measured. More image guardrails are also plausible, since sharpness was added one release after resolution.
Alternatives to Cortex and Superwise
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Cortex or Superwise.
OpenMetadata
OpenMetadata reaches 2.1 rc1 after a month of repairing 2.0's connectors.
Stitch
Stitch keeps patching connectors one replication bug at a time.
Datawrapper
Datawrapper's October is touch tooltips, keyboard focus and small chart repairs.
Fluent Bit
Fluent Bit spends October bounding what its inputs will accept.
Axiom
Axiom makes agent work checkable, and points alerts straight at coding agents
See all Cortex alternatives → · See all Superwise alternatives →
Recent activity from Cortex and Superwise
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 21h agoSuperwiseGenerated guardrail test cases and guided client setup
- 7d agoSuperwiseImage sharpness guardrail and CLI view of a Sentinel's full policy
- 20d agoSuperwiseCaveman output shortening, token-saving reports, new guardrails
- 26d agoCortex1.22 candidate 4 fixes tenant-deletion cleanup on GCS and Azure
- 1mo agoCortex1.22 candidate 3 fixes the ingestion-delay histogram
- 1mo agoCortex1.22 candidate 2 adds three bug fixes
- 1mo agoSuperwiseSentinel becomes the default product, with new Solo to Business plans
- 1mo agoCortex1.22 candidate: sharded Parquet, query eviction, OCI storage
- 2mo agoSuperwiseSentinel FinOps dashboard tracks token spend across the fleet ⚡
- 3mo agoSuperwiseLive fleet-wide activity log for gateway traffic
- 5mo agoCortex1.21.1 candidate hardens gossip, ingestion and status pages
- 6mo agoCortex1.21.0-rc.1 fixes memberlist, tenant federation and a memory leak
Frequently asked questions
What is the difference between Cortex and Superwise?
They serve adjacent needs but don't currently overlap on shipped themes. Superwise is currently shipping more aggressively (velocity 5.0 vs 2.5), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Cortex better than Superwise?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Superwise is currently shipping more aggressively (velocity 5.0 vs 2.5), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Cortex?
Top Cortex alternatives in Analytics are ranked by recent ship velocity. Browse the "Cortex alternatives" section above for the current picks, or visit /alternatives/cortex-metrics for the full list with editorial commentary on each.
What are the best alternatives to Superwise?
Top Superwise alternatives in Analytics are ranked by recent ship velocity. Browse the "Superwise alternatives" section above for the current picks, or visit /alternatives/superwise for the full list with editorial commentary on each.