Gumloop vs LiveContext

Describe the outcome you want and let teammates who understand the problem assemble the agent — no scripting or learning curve required.

Wire agents into Slack, HubSpot, Salesforce, Gmail, Gong, NetSuite, Shopify and hundreds more tools, then fire them on schedules, webhooks or events.

Agents sign in with saved logins or 1Password, browse from trusted connections, clear CAPTCHAs, and hand the live session to a human when needed.

Run 35+ models from Anthropic, OpenAI, Google, xAI and open-source providers, or bring your own API keys, with per-agent access control.

Type a request in plain language and LiveContext drafts the workflow, the review app and the data table behind it in one pass, with no canvas wiring required to get started.

Each agent has a face, a chosen model, tools scoped to its job and a hard budget cap. Everything it can read, write or not touch is configured per agent.

Approved workflows run step by step, on the paths your team drew, with every step's input, output, cost and duration logged and re-runnable from any point.

Sensitive steps such as refunds, client emails or invoice reminders pause and wait for a one-tap approval from wherever you chat, including Slack, WhatsApp and Telegram.