A single Elements account opens every solution your plan includes. No password sprawl, no re-onboarding.
One platform, two data solutions
The infrastructure behind how your enterprise connects, understands, and activates data.
Mad Fish Elements gives enterprise teams two coordinated ways to put complex data to work: governed LLM access through MCP and custom visual experiences powered by your APIs.
2Data solutions
1Login & bill
The Elements suite
Two solutions. One data foundation.
Connect governed data to AI, translate it into decision-ready visualizations, or use both on a shared platform for identity, access, and support.
Give your LLM governed access to the systems your business runs on, from finance and marketing to analytics and payroll, through one MCP endpoint and one API key.
Works with any LLMPer-source permissionsAudit trail
Explore MCP Gateway Transform complex datasets from internal APIs, warehouses, and operational systems into secure, role-specific visual experiences built around the decisions your enterprise needs to make.
API-first ingestionComplex data modelsEnterprise governance
Explore Data Visualization Why one suite
Less vendor sprawl, more getting things done
Every Element is built on the same platform, so adding a solution never means adding another login, contract, or support queue.
Invite teammates once, assign them to any Element, and manage roles from a single admin view.
Every solution on one invoice and one contract, so adding an Element never means another procurement cycle.
SSO, role-based access, and audit logging apply platform-wide, configure once, covered everywhere.
The same governed APIs can power executive visualizations and AI workflows, without duplicating access logic or business definitions.
A single team understands the full path from source APIs and data models to visual experiences and governed MCP access.
Administer with confidence
Manage every solution for yourself or your whole team
Invite teammates once and assign them to any Element. Roles, permissions, and usage roll up to one admin view, so you always know who has access to what.
- Roles and permissions managed in one admin view
- Per-solution access, give each member only what they use
- Usage and billing rolled up across all Elements
- Revoke a departing teammate everywhere in one click
Per-userAudit records
APIFirst ingestion
RBACGoverned access
Start with one Element. Grow into the suite.
Every solution works on its own, and gets better together. Tell us what you're solving for and we'll point you at the right place to start.