Novus vs Quadratic

Novus and Quadratic are both business tracked by AIDiveForge. Below is a side-by-side comparison of pricing, capabilities, platforms, and ownership — sourced from each tool's live website and verified before publishing.

Novus

Novus scans your codebase, auto-instruments product analytics without requiring engineers to tag events by hand, and monitors user flows for regressions — flagging broken interactions before they reach production. The agentic layer goes further: it reviews pull requests for UX issues, proposes fixes, and can open its own PRs with remediation code, though a human signs off before anything merges. That approval gate is a deliberate design choice, not a limitation. Where the system strains is on the monitoring side: the scraped page content available does not confirm depth of support for complex branching flows or highly customized event schemas, so teams with mature, bespoke analytics stacks will need to validate fit before migrating.

Quadratic

Quadratic is a spreadsheet environment where cells can hold Python, SQL, or JavaScript instead of formulas, and an AI agent writes that code from plain-English prompts. You connect live sources — Postgres, Snowflake, QuickBooks, Plaid, Mixpanel — and the sheet stays in sync without CSV exports. The AI handles joins, forecasts, and charts; you review the generated code before it runs, so there is an audit trail. The ceiling appears when your analysis requires orchestration across multiple agents with complex branching — the spreadsheet model stops fitting the logic. Teams at that point reach for a dedicated workflow tool and keep Quadratic for the output layer.

Attribute	Novus	Quadratic
Pricing	Paid	Paid
Free trial	No	No
Open source	No	No
Has API	Yes	Yes
Self-hosted option	No	No
Platforms	Web (SaaS); integrates with GitHub	Web
Released	2026-03-25	—
Pros	Automatic codebase instrumentation without manual event tagging, so engineers stop losing sprint time to analytics upkeep every time a feature ships. Regression detection before production, which means broken user flows surface in review — not in a customer support ticket three days after release. PR-level UX review with generated fix proposals, so code moving fast through AI-assisted development gets a behavioral sanity check that manual review at speed cannot reliably provide. Unified monitoring of both human and agent-driven user flows, so product teams running AI features do not have to stitch together separate observability tools to see the full picture. Human approval required before any proposed code change merges, so the agentic layer accelerates without removing accountability from the team shipping the product.	AI writes Python and SQL from plain-English prompts, so analysts who know what they want but not the syntax stop being blocked — and the generated code is visible in the cell, which means a reviewer can verify the logic instead of trusting a black box. Live connections to Postgres, Snowflake, BigQuery, QuickBooks, Plaid, and Mixpanel mean the sheet refreshes from source data, so you stop chasing down who last exported the CSV and whether it was before or after month-end close. MCP support lets external agents write to and read from the spreadsheet as a tool, so Quadratic can sit inside a larger agent pipeline rather than requiring you to rebuild your entire workflow inside one product. Output lives in a familiar spreadsheet format, so sharing results with a finance director or product manager who will not open a Jupyter notebook is not a conversation you have to have. Replacing VLOOKUP stacks with readable Python reduces the 'who wrote this and why does it break' debugging cycle — the logic is explicit, versioned, and survives column-order changes.
Cons	No self-hosted deployment option is available, which means teams with data residency requirements or air-gapped environments cannot use Novus at all — those teams evaluate on-premises analytics platforms instead. Open beta status means the pricing model is not fixed; teams building production dependencies on Novus are accepting the risk of a cost structure change mid-roadmap, and teams with tight budget predictability requirements are better served by a tool with announced pricing. The automated instrumentation model assumes Novus can adequately represent your event taxonomy — teams with mature, deeply customized analytics schemas tied to external data warehouses or BI pipelines will hit a compatibility ceiling and either maintain a parallel manual instrumentation layer or migrate to a purpose-built pipeline tool.	Multi-step conditional logic — branching on what a previous query returned, then routing to a different data source based on the result — does not fit the spreadsheet execution model. Teams building that kind of workflow hit this ceiling on the second or third agent and add a separate orchestration layer, at which point they are maintaining two systems. No self-hosted deployment option means every live database connection and every piece of data processed by the AI agent transits Quadratic's cloud. Teams under strict data residency requirements or with security policies prohibiting third-party cloud access cannot use the product and move to a self-hostable alternative. The API and scheduled tasks are paid-only features, so teams evaluating the free tier for automated, recurring reports will find those capabilities gated — the evaluation environment does not reflect what production actually requires. The product targets analysts in a spreadsheet paradigm; engineers building data pipelines or transformation logic that belongs in dbt, Airflow, or a dedicated ETL tool will find the canvas constraining and the collaboration model mismatched to a code-review workflow.

Bottom line

Novus and Quadratic are closely matched on pricing model, openness, and API availability — pick by feature set and platform support in the table above.

Frequently asked questions

What is the difference between Novus and Quadratic?

Novus is Paid, while Quadratic is Paid. Compare pricing, free trial, API, platforms, and pros/cons in the table above on AIDiveForge.

Is Novus better than Quadratic?

It depends on your workflow. Use the side-by-side attributes (pricing, open source, API, self-hosted, platforms) to decide. AIDiveForge does not rank a universal winner — we publish verified facts so you can choose.