Axiom
Axiom makes agent work checkable, and points alerts straight at coding agents
Comparison · Analytics
Displayr vs Superwise
A side-by-side editorial comparison of Displayr and Superwise — release velocity, themes, recent moves, and the top alternatives to consider.
Displayr vs Superwise: at a glance
What is Displayr?
Displayr's Chat can now apply and write Rules, so it changes tables as well as explaining them.
Rules, Displayr's mechanism for customizing a table's appearance and data, now work through Chat: it applies existing rules and writes custom ones, and a rule can cover every table in a document, including new ones. Two smaller additions landed with it at the end of September: document duplication through the API and a shortcut from a control to its input. Summer work made Chat auditable, with a context pill, a change summary and an Explain This button, while the core gained shared controls and rolling averages.
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.
Displayr vs Superwise: editorial side-by-side
Displayr
0.0ANALYTICS
Displayr's Chat can now apply and write Rules, so it changes tables as well as explaining them.
◆ Current state
Rules, Displayr's mechanism for customizing a table's appearance and data, now work through Chat: it applies existing rules and writes custom ones, and a rule can cover every table in a document, including new ones. Two smaller additions landed with it at the end of September: document duplication through the API and a shortcut from a control to its input. Summer work made Chat auditable, with a context pill, a change summary and an Explain This button, while the core gained shared controls and rolling averages.
◆ Where it's heading
Chat is starting to do work that changes results, which tests the auditing features built over the summer. The other track stays steady, closing gaps a long-standing survey analysis platform accumulates. API document duplication hints at more automated reporting workflows, though it is a single endpoint so far.
◆ Prediction
Expect the change summary to extend to rules Chat writes, since a rule applied across a document is harder to inspect than a single edit. Folder-scoped defaults still look like the start of broader template governance.
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 Displayr 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 Displayr or Superwise.
Apache Pinot
Pinot 1.6 adds SQL DDL and vector backends, and now needs Java 25 to run its services.
Tinylytics
Tinylytics is cleaning its numbers and adding an AI-ranked SEO audit for Ultra customers
Mode Analytics
Mode resurfaces after almost five quiet months with per-user Snowflake sign-in
Apache Druid
Druid 38 drops Java 17, recommends Java 25 and took longer to arrive than its predecessors
Calibre
Lighthouse 13.6 shifts Calibre's scores and adds audits for how AI agents read your pages
See all Displayr alternatives → · See all Superwise alternatives →
Recent activity from Displayr and Superwise
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 19h 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
- 1mo agoDisplayrRules and Custom Rules via Chat
- 1mo agoDisplayrDuplicate a Document Using the API
- 1mo agoDisplayrShortcut to select inputs
- 1mo agoSuperwiseSentinel becomes the default product, with new Solo to Business plans
- 2mo agoDisplayrUse the Same Control Across Multiple Pages and Page Masters
- 2mo agoDisplayrRolling Averages Computed Automatically on Tables
- 2mo agoSuperwiseSentinel FinOps dashboard tracks token spend across the fleet ⚡
- 3mo agoDisplayrExplain This — AI help for errors & warnings
- 3mo agoSuperwiseLive fleet-wide activity log for gateway traffic
Frequently asked questions
What is the difference between Displayr and Superwise?
They serve adjacent needs but don't currently overlap on shipped themes. Superwise is currently shipping more aggressively (velocity 5.0 vs 0.0), 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 Displayr 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 0.0), 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 Displayr?
Top Displayr alternatives in Analytics are ranked by recent ship velocity. Browse the "Displayr alternatives" section above for the current picks, or visit /alternatives/displayr 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.