LaunchLemonade

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IltaphIltaph
IltaphPLUS
Nov 9, 2026

Q: External automation, agent autonomy and credits

I’m evaluating Tier 4 as the AI orchestration layer for a professional services platform and would appreciate clarification on:

1. Integration: Can external systems initiate agents/workflows via API, MCP or webhooks, monitor progress and retrieve structured results?
2. Autonomy: Can agents coordinate multi-step tasks using external browser automation, delegate work, handle exceptions and resume interrupted workflows unattended?
3. Credits: Is there a model-specific credit tariff or practical usage examples for research, document analysis, voice and multi-agent workflows? Do external tool calls consume additional credits?
4. Tier 4: Are these capabilities operational today, with any limits on executions, concurrency or integrations beyond the advertised monthly credits?

Thank you.

Founder Team
moco_LaunchLemonade

moco_LaunchLemonade

Nov 10, 2026

A: 1. Integration (Tier 4)
Yes - we have an external invoke API that lets any external system call your agent with an API key, receive a structured response, and thread multi-turn conversations. It is synchronous (waits and returns; no async job-polling pattern). You can also connect custom tool servers via MCP to extend what the agent can do. Contact appsumo-support@launchlemonade.app for API access details.

2. Autonomy

Multi-step tasks: Yes - Workflows support multi-step chains with tool calls, decision branches, and scheduled execution.
External browser automation: Not built-in, but you can expose your own automation service as a custom MCP server for the agent to call.
Agent-to-agent delegation: Not currently available as a built-in feature.
Resume interrupted workflows: Not currently supported - failed runs are logged but do not auto-resume.
Unattended scheduled execution: Yes, available on all paid tiers including Tier 4.
3. Credits on Tier 4
Tier 4 includes 36,000 credits/month. Each LLM call in a workflow consumes credits; tool calls themselves are free. Voice (TTS/STT) draws a small amount of credits per turn. For specific credit planning on complex orchestration workflows, contact appsumo-support@launchlemonade.app.

4. Tier 4 operational today?
Yes. All listed features are live.

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