MCP server
Work with MeltingSpot from any MCP-compatible AI assistant: create agents, add content and pull results without switching tools.
MeltingSpot Learning Agents are AI assistants that live inside your tools, your SaaS product or your business apps, and train, guide and support every user in real time. They spot where people struggle and deliver the right help on the spot, with no tab-switching and no engineering.
5x
knowledge retention
50%
reduction in support tickets
4h
to go live
No credit card · Free until you go live.
MeltingSpot doesn't just push messages. It talks with users. Two-way. Natural. Users can ask follow-ups, request clarification, or skip ahead. The interaction feels like talking to a colleague who knows what they're doing, not clicking through a help bot.
A user asks how to share a report. MeltingSpot doesn't just push a doc. It asks: "Should they have view or edit access?" then guides through the steps. Real back-and-forth, not a static FAQ.
MeltingSpot acts first. It doesn't just answer questions. It anticipates blockers, prevents errors, and surfaces the right resource before the user even realizes they're stuck.
In an ERP: A user starts entering a purchase order with an invalid vendor code format. MeltingSpot steps in before they hit submit: "That format doesn't match the entry rules. Here's how to fix it."
MeltingSpot knows who's using which software, their role, their level, and what they're trying to do. Every intervention is spot-on. Never generic, never off-topic.
A new SaaS user gets a different walkthrough than a six-month power user. A new hire on Workday gets coached differently than an experienced manager. Same software, different coaching, always relevant.
Your teams work across many tools every day, especially in enterprise contexts: CRM, ERP, HRIS, internal apps. MeltingSpot follows them everywhere, with consistent context, without getting in the way.
One Learning Agent, all tools: the same user gets guided in Salesforce for their pipeline, in Workday for HR tasks, and in your internal app for custom workflows, with consistent context across every tool.
When the admin turns it on, every piece of content MeltingSpot creates is gathered in a branded Academy your users can browse on demand: organized into collections, with upcoming live sessions, past webinar replays and discussion forums. Learning is both proactive in the tools and available when people go looking.
Academy
Learning hub
Collections
Live Q&A: rolling out to your team
Deal stages in the CRM, explained
Replay · 24 min
Onboarding a new account
On-demand · 6 min
How do you handle pricing objections?
Legacy adoption platforms require heavy IT projects. MeltingSpot deploys without complex integrations, dedicated devs, or architecture overhauls.
Name your Learning Agent, set its languages, tone, and company context. Add your key business processes. MeltingSpot adapts entirely to your identity.
Visually point to the pages, modules, and fields where the Learning Agent should intervene. You set the priorities, MeltingSpot handles the targeting automatically.
Import your existing docs, PDFs, or session replays. AI generates the coaching content for you. Or create from scratch in a few clicks. No blank page, ever.
Track adoption in real time, surface new friction zones, and measure return on investment. Iterate continuously, no technical intervention required.
MeltingSpot ships an MCP connector, so the AI assistants your teams already use can read and act on your platform, in plain language. The same actions as our API, no code.

MeltingSpot plugs into the tools you already run. Data flows in and out through open standards, and your IT team keeps control.
Work with MeltingSpot from any MCP-compatible AI assistant: create agents, add content and pull results without switching tools.
Sync your LMS, wikis and helpdesk, so agents always train people on your latest content.
Push learning events (completions, checks passed, sticking points) to your CRM, HRIS or data stack in real time.
Manage users, groups, agents and results from your own systems. Keep MeltingSpot in sync with your HRIS or data warehouse.
People sign in with your company identity provider. No extra password, and access follows your existing rules.
A browser extension for enterprise software, an SDK for your own product. Nothing changes in the software itself.
User data processed in compliance with GDPR. No personal data shared with third parties.
Data encrypted in transit and at rest. SOC 2 Type II certified infrastructure.
Native SAML/SSO integration. Role-based access control for admins, editors, and viewers.
All data hosted in EU data centers. Full data residency compliance for regulated industries.
We've got answers.
Try it free, no strings attached. Or get a free demo to see how it works in your product, your context, your use case.
No credit card · Free until you go live.
500+
Companies
2M+
Users guided
< 5 min
Setup time