Mazaal AI: No-Code Automation for Business
Agents with tools and knowledge
Mazaal is a business automation workspace for building AI agents and connecting them to workflows. The product page describes giving an agent instructions, tools, and a knowledge base, then testing it in a sandbox. Prompt versioning and rollback are advertised alongside structured JSON output and document-based knowledge search.
The product's examples include sales triage, support, operations, lead generation, and customer feedback. One illustrated support flow looks up a customer in HubSpot, checks a Stripe charge, replies, and escalates refunds to a person. That is a publisher example of a configured workflow, not evidence that connecting accounts alone produces a reliable autonomous support process.
Workflows and delivery channels
The visual flow editor supports event triggers, schedules, webhooks, branches, and AI steps. Mazaal also advertises run history and replay, which are relevant when inspecting why an automation took a particular path. Native MCP and custom HTTP, webhooks, and scripts appear among its connection options.
The same agent can be deployed across web widgets, standalone apps, messaging services, email, and other listed channels. Developer-facing API access is also advertised, but access depends on the plan. The captured homepage lists model choices from several providers and describes routing different steps to different models. It does not establish a fixed model catalog or identical credit costs for every model.
Before enabling an agent that writes to a connected system or contacts a customer, test its instructions, credentials, and escalation paths on a bounded task. The site's encrypted-credential and security statements are publisher claims; this source review does not independently certify a deployment or its permissions.
Credits and plan boundaries
The pricing page separates AI credits from Automation credits. Its free Hobbyist plan lists one agent, one user, 10 AI credits, 100 Automation credits, and a 10 MB knowledge base. Paid plans advertise unlimited agents, with different user, usage, and knowledge-base allowances.
Basic includes a limited Advanced Tools trial, while Pro and higher listed tiers include Advanced Tools and API access. The pricing explanation says model usage consumes different amounts of AI credit depending on the provider. An included credit balance therefore should not be translated directly into a guaranteed number of messages or completed workflows.
A useful evaluation begins with one supported business process and a small set of connected tools. Review each run and its credit consumption before expanding the agent to additional channels. The availability of many connectors is not proof that every application action or plan entitlement meets a particular team's needs.