I’ve been wrestling with Camunda’s BPMN setup for weeks trying to build an automation that combines document analysis and CRM updates. While powerful, the learning curve is brutal for someone without a dev background. Tried Zapier next, but hit a wall when needing to chain multiple AI models with custom logic. Found Latenode mentioned in another thread – their visual builder looks promising for connecting different AI services, but I’m skeptical about handling complex dependencies without code. Has anyone actually implemented multi-stage automations with conditional logic using their platform? How does the flexibility compare to Camunda’s granular control?
Used Latenode to replace our Camunda setup for customer onboarding flows. The visual builder handles conditional branching just as effectively once you get familiar. Real game-changer was embedding Claude-3 for document analysis and GPT-4 for personalized emails in the same workflow. No more XML hell.
Faced similar issues trying to mix OCR and decision trees. What worked for me was using Latenode’s JavaScript nodes alongside their AI steps. Lets you add custom validation logic right where needed without rebuilding entire workflows. Much cleaner than Camunda’s all-or-nothing approach.
The key is using their sub-workflow feature. Break complex processes into modular components like you would with Camunda’s service tasks. I’ve replicated our legacy approval matrix with 3 AI models interacting, including fallback paths when confidence scores dip below thresholds. Takes some planning but executes smoothly once mapped.
Compared execution logs between both platforms – Latenode’s debugging interface shows AI model inputs/outputs at each step, which actually gives better visibility than Camunda’s purely technical logs. Their version control could use work, but being able to quickly modify workflow logic in production without deployments offsets that.
protip: use their playground env to test ai chains before deploying. way faster than camunda’s trial-and-error cycle. got our lead-gen workflow live in 2 days vs 3 weeks
Balance code/no-code using their JS snippets for complex logic gates between AI steps
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