Tracecat
Tracecat hit 1.0 GA and immediately shipped AI semantic search for security data tables.
Comparison · PM
Float vs Scoro
A side-by-side editorial comparison of Float and Scoro — release velocity, themes, recent moves, and the top alternatives to consider.
Float vs Scoro: at a glance
What is Float?
Float adds AI experience profiles and multi-currency rate cards — expanding from scheduling into project economics.
Float is a resource scheduling and time-tracking platform for agencies and professional services teams, shipping roughly every 2–3 weeks. The last 90 days show two substantive sparks: AI-powered experience profiles that surface who on the team has done similar work before, and multi-currency rate cards that bring consistent billing across clients and regions. Supporting releases added a dedicated Rates tab, Zapier project templates, people codes, and new API endpoints for project templates and rate cards.
What is Scoro?
Scoro's assistant stops waiting to be asked and starts firing on events.
Scoro is a professional services platform covering quotes, projects, time, retainers and financial reporting. Its AI work landed in a clear sequence: an MCP server over the holidays making Scoro's data callable by outside agents, then general availability of the ELI assistant in April, then a New Apps extension layer in May. The August post moves the assistant onto automatic triggers and builds project timelines directly from quotes. The feed publishes headlines with almost no body text, so scope has to be read from direction rather than detail.
Float vs Scoro: editorial side-by-side
Float
6.3PM
Float adds AI experience profiles and multi-currency rate cards — expanding from scheduling into project economics.
◆ Current state
Float is a resource scheduling and time-tracking platform for agencies and professional services teams, shipping roughly every 2–3 weeks. The last 90 days show two substantive sparks: AI-powered experience profiles that surface who on the team has done similar work before, and multi-currency rate cards that bring consistent billing across clients and regions. Supporting releases added a dedicated Rates tab, Zapier project templates, people codes, and new API endpoints for project templates and rate cards.
◆ Where it's heading
Float is building the financial layer of resource management — rate cards, multi-currency support, and a Rates tab form a coherent billing workflow that didn't exist six months ago. In parallel, AI experience profiles signal entry into talent-matching territory: the product can now answer 'who has done this type of work before' rather than just 'who is available.' These two vectors together position Float as a project economics tool, not just a scheduling view. The API expansion follows the financial features, suggesting partner and integration investment.
◆ Prediction
The most likely next move is connecting AI experience profiles directly into project assignment — auto-suggesting matches during scheduling based on past work. On the billing side, rate card data likely feeds a revenue or margin reporting view as the next logical release.
Scoro
0.0PM
Scoro's assistant stops waiting to be asked and starts firing on events.
◆ Current state
Scoro is a professional services platform covering quotes, projects, time, retainers and financial reporting. Its AI work landed in a clear sequence: an MCP server over the holidays making Scoro's data callable by outside agents, then general availability of the ELI assistant in April, then a New Apps extension layer in May. The August post moves the assistant onto automatic triggers and builds project timelines directly from quotes. The feed publishes headlines with almost no body text, so scope has to be read from direction rather than detail.
◆ Where it's heading
The bet has been consistent all year: make Scoro reachable by agents, then make its own assistant capable, then reduce how much a human has to initiate. Each layer builds on the financial and project data model underneath rather than sitting beside it, which is why the ordinary releases — revenue models, subtasks, time and cost allocation to invoices — matter to the AI story. Automatic triggering is the first change to how ELI is invoked rather than to what it can reach.
◆ Prediction
Triggers imply conditions and permissions that this feed does not describe; the natural follow-on is user-configurable trigger rules and an audit trail of what ELI did unprompted, since neither is optional once an assistant acts on live financial records.
Alternatives to Float and Scoro
Other PM 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 Float or Scoro.
Hive
Hive keeps iterating on proofing and dashboard UX — workmanlike improvements, no pivot.
SmartSuite
SmartSuite ships EU data residency, linked record filters, and API control improvements in a dense September release.
Fibery
Fibery rebuilds its AI agent from scratch and ships OAuth Apps, accelerating its MCP-first agentic platform bet.
Camunda
Camunda 8.10 enters release candidate as the 8.7 stable branch absorbs a wave of CVE patches.
NocoBase
NocoBase is hardening its AI employees and security surfaces while stabilizing the v2 client.
Recent activity from Float and Scoro
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agoFloatFloat is the #1 resource management software, 8 seasons running
- 1mo agoFloatRates tab, Zapier project templates, and people code
- 1mo agoFloatSmart insights: know who’s done this work before, with AI experience profiles ⚡
- 1mo agoFloatNew API endpoints: project templates and rate cards, and Zapier project updates
- 2mo agoFloatRate cards and multi-currency: consistent billing across every client and region ⚡
- 2mo agoFloatA new look: updates to the sidebar navigation
- 5mo agoScoroMay 2026 Version Update: New Apps by Scoro & Work Management Improvements ⚡
- 5mo agoScoroApril 2026 Version Update: AI-Powered ELI Assistant – Now Available For Everyone ⚡
Frequently asked questions
What is the difference between Float and Scoro?
They serve adjacent needs but don't currently overlap on shipped themes. Float is currently shipping more aggressively (velocity 6.3 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 Float better than Scoro?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Float is currently shipping more aggressively (velocity 6.3 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 PM products to evaluate alongside.
What are the best alternatives to Float?
Top Float alternatives in PM are ranked by recent ship velocity. Browse the "Float alternatives" section above for the current picks, or visit /alternatives/float for the full list with editorial commentary on each.
What are the best alternatives to Scoro?
Top Scoro alternatives in PM are ranked by recent ship velocity. Browse the "Scoro alternatives" section above for the current picks, or visit /alternatives/scoro for the full list with editorial commentary on each.