AI-native automation
Connect Orion and Toggl with AI
Pick any two tools and Caddi runs the loop between them end-to-end — no complicated workflow builder, no IT ticket.
- Doesn't break. Caddi reads intent, so when fields move or UIs change, your loop keeps running.
- Screenshare to set up, chat to improve. Show Caddi once on a screenshare. Tweak it later by chat — no workflow builder to re-architect.
SOC 2 attested · Human-in-the-loop · Full audit trail · 70+ tools across legal, finance, and operations
Practical ways to use Orion and Toggl together
- 01
Create time entry in Toggl when describe report parameters in Orion.
Caddi watches Orion for describe report parameters and create time entry in Toggl — no copy-paste, no missed records.
- 02
Generate report in Orion when new time entry in Toggl.
Caddi watches Toggl for new time entry and generate report in Orion so the two systems stay in lockstep.
- 03
Start timer in Toggl from Orion events.
When download report happens in Orion, Caddi start timer in Toggl with the right context attached.
One continuous loop.
- 01Measure
Caddi watches how the work gets done today.
- 02Create
You screenshare it once. The loop ships.
- 03Improve
Caddi flags upgrades to existing loops and new automations to deploy.
Actions Caddi can take across Orion and Toggl
- Orion
Describe report parameters
Searches all available reports by name, retrieves parameter requirements and options, normalizes complex API structures into simple parameter descriptions that automation scripts can easily underst…
- Orion
Download report
Downloads a report using the URL returned from GenerateReport and saves it to S3.
- Orion
Resolve entity ID
Searches for households, registrations, and accounts by name and returns their numeric IDs.
- Orion
Generate report
Generates Orion reports (standard or envision) with parameter overrides for dates, entities, and output format.
- Toggl
New time entry
Triggers when a time entry is logged in Toggl.
- Toggl
Timer stopped
Triggers when a running timer is stopped and the entry is finalized.
- Toggl
Project updated
Triggers when a project's status, client, or budget changes.
- Toggl
Create time entry
Log a time entry against a project, client, and tag.
- Toggl
Start timer
Start a running timer for a workspace user.
- Toggl
Stop timer
Stop the active timer and save the entry.
- Toggl
Create project
Spin up a new Toggl project with client, budget, and team.
- Toggl
Generate report
Pull a summary or detailed time report for a date range.
Common questions
How does Caddi connect Orion and Toggl?
Orion and Toggl just run together. All it takes is showing us how you use them — one screenshare, no workflow builder to wire up. Caddi turns the demo into a verified loop and runs it against Orion and Toggl end-to-end.
Do I need engineering help?
No. Whoever does the work today shows it once on a call. Caddi builds the loop. No code, no IT ticket.
Is my data safe?
Yes. Caddi is SOC 2 attested. The AI watches and builds the automation, but once the loop ships it runs deterministically — no model in the loop at runtime.
Can Caddi connect Orion and Toggl to other tools too?
Yes. Most Caddi loops span 3–6 tools. Once the first Orion + Toggl loop is live, Caddi suggests other tools and other workflows to fold in.
How fast can it go live?
Typical first loops ship within a week of the screenshare. The Caddi team reviews every loop before it runs in production.
Ready to automate Orion and Toggl?
Drop your work email and we'll show you Caddi running end-to-end against Orion, Toggl, and the rest of your stack.