Superface blog

Most AI agents fail because the tools behind function calls either don’t exist or break in production. Edgar is our multi-agent system that fixes this—automatically generating, validating, and iterating on LLM-ready tools using a mix of retrieval, live API testing, and context-aware prompts.

If you are building autonomous AI agents that connect to an external app (CRMs, e-mail, calendars, etc), chances are you had to make a decision which tool (or MCP servers) your agent should use

Discover why AI agents fail 75% of the time with CRM tasks and how specialist tools can boost success rates to 84% while cutting development time by 90%. Real data, actionable solutions.

MCP spec presents limitations for multi-user, multi-provider agent setups, which are explored in detail here.

As a recent Salesforce-supported study shows, without major improvements, agents may never reach the levels of precision needed to be useful in enterprise environments.

Build AI agents that can use external tools with a human level accuracy

Superface now allows Anthropic Claude users to connect to APIs, enabling powerful workflows with popular applications like Google Calendar and Todoist.

Superface, a tech startup creating connectivity platform for AI Agents, has raised $600K in another seed investment round from US-based BAG Ventures, led by Bonita C. Stewart (ex-Google VP) and Jackson Georges Jr. (Co-Founder of the Black Angel Group), and supported by Eric Blackmon, Principal Investor at BAG Ventures.

Superface Hub introduces a first-of-its-kind API integration platform designed specifically for AI agents. It enhances their performance by providing tailored, efficient connectors for seamless task execution.

The Superface Hub API enables developers to quickly add multiple tools to their applications or agents using function calling.

The same but different: How are tool function descriptions defined and used in OpenAI, MistralAI, Anthropic, Cohere, and Gemini?

Stay on top of your actions by adding the Todoist tool to your custom GPTs or ChatGPT sessions.

At Superface we are often asked for starting points for learning more about AI, so we've compiled a list of resources we suggest to technical team members.

Are you feeling limited by text input? It is possible to talk directly with your custom GPT and ChatGPT sessions using the ChatGPT mobile app.

Find out how Superface makes it easy to seamlessly interact with everyday apps like Mail, Calendar, and Sheets in ChatGPT.

Access your SaaS platforms and APIs from your GPT by using an Action to connect to Superface.

Superface launches GPT Actions, the easiest and fastest way to add actions to your GPT!

All but the most simple GPTs likely need to interact with some kind of external SaaS applications. Superface makes connecting them via a single Action quick and easy.