---
title: "Context Enrichment for AI Agents | Humantic AI"
description: "Context Enrich is context enrichment for AI agents: buyer context no LLM has, from a proprietary personality model, GTM harnesses and live signals."
url: https://humantic.ai/context-enrich
---

> Context Enrich is context enrichment for AI agents: buyer context no LLM has, from a proprietary personality model, GTM harnesses and live signals.

# Context Enrich: Unique Buyer Context

Building your own AI? Give it context no LLM has, from our proprietary AI model and GTM harnesses.

[Start free trial](https://app.humantic.ai/?utm_source=website&utm_content=context-enrich#/account-intelligence)

Free for 7 days. No credit card.

The buyer context your AI agent gets through MCP or the API for Megan Reyes, VP Revenue Operations at Walmart: how she decides (Dominant, Influential, shown as style bars), lead with data and ask for 15 minutes, and a live signal that Walmart is researching sales coaching. Below, the personality read holds up 87%+ with the Humantic AI model against 65 to 70% for a general LLM.

**Customers shown:** Mitel, Wipro, Indegene, Happiest Minds, Compass UOL, Expedient

- [Video](https://www.youtube.com/watch?v=l_Ws4e9cI7I)
- [Video](https://www.youtube.com/watch?v=ldP_MvAjIgM)

## Context You Can’t Get Anywhere Else

Not the same LLM everyone uses.

### A Proprietary AI Model

Personality prediction builds a profile of every buyer: context you don’t get anywhere else

### Purpose-Built Harnesses

Account and people research harnesses make sure every piece of context is reliable and trustworthy

### Signals Built For Tech Selling

Ongoing account and people signals from public and private data, hard to track any other way

### Private Data Sets

Stakeholder, intent, hiring and tech stack data that general models never see

> “Much more comprehensive than ChatGPT or others”

**Mark Foley** VP Global Accounts, Sandler

## Build A Context Graph That Is Actually Differentiated

Everyone’s context is unique. Unique is not differentiated.

1. ### Your own data
   CRM Slack Email Calls Docs
   Yours, and essential.
2. ### Data you subscribe to, and LLMs
   Data providers Web data General LLMs
   Anyone can buy the same data and ask the same LLM.
3. ### Humantic AI
   People Accounts Buyer Signals Visitors Intent
   A proprietary model and purpose-built harnesses: context others do not have.

Your context graph

Your agents now know how each buyer decides

Your AI agents and apps

## See Context Enrich In Action

Ask in Claude: it calls Humantic AI through MCP and answers with buyer context.

1. **Ask in Claude** With the Humantic AI connector
2. **Claude calls Humantic AI** And opens your Walmart report
3. **An answer with buyer context** Priorities, the buyer and the roles

The same buyer context reaches the agents and apps you build, through MCP and the API.

[Start free trial](https://app.humantic.ai/?utm_source=website&utm_content=context-enrich#/account-intelligence)

*Visual: A tour of Context Enrich through MCP with an example: a question asked in Claude, Claude calling Humantic AI for the Walmart report, and an answer built on buyer context.*

Click to expand

1. **Ask in Claude** With the Humantic AI connector
2. **Claude calls Humantic AI** And opens your Walmart report
3. **An answer with buyer context** Priorities, the buyer and the roles

## What Customers Say About Context Enrich

> “To me, it’s a *must-have tool*.”

**Clint Babcock** Vice President

![Sandler](https://humantic.ai/v2/shared/logos/sandler.svg)

[Watch the video story](https://www.youtube.com/watch?v=r1d3mDfgCQo)

> “…this tool has helped our sales team *tremendously*…”

**Vendy Petersen** Sales Manager, North America

Read the full quote Show the short version

> “The *details about individuals personalities*…”

**Andrea Martin** Regional Sales Manager

Read the full quote Show the short version

See Context Enrich on your own deals.

[Start free trial](https://app.humantic.ai/?utm_source=website&utm_content=context-enrich#/account-intelligence) [Book a demo](https://humantic.ai/start/demo)

## For GTM Engineers And AI Developers

Use both: MCP for AI assistants and agents, the API for your own product. [MCP details](https://mcp.humantic.ai/) · [API details](https://api.humantic.ai/)

### Building your own AI agent?

| Context | Your agent today | With Humantic AI |
| --- | --- | --- |
| Data | Yes | Yes |
| Web search | Yes | Yes |
| How each buyer decides | No | Yes |
| What the account cares about | No | Yes |

Building into your own product instead? [Use the API](https://api.humantic.ai/).

### The request

```
# Create a profile from a LinkedIn URL
curl "https://api.humantic.ai/v1/user-profile/create?apikey=YOUR_API_KEY&id=https://www.linkedin.com/in/their-profile/"

# Fetch it with the same id
curl "https://api.humantic.ai/v1/user-profile?apikey=YOUR_API_KEY&id=https://www.linkedin.com/in/their-profile/&persona=sales"
```

Copy both requests

### The response carries

| Field | What it means |
| --- | --- |
| `personality_analysis` | DISC and Big Five (OCEAN) scores |
| `persona` | what to say, what to avoid, key traits |
| `metadata` | confidence score and status |
| `usage_stats` | your quota used |

**Authentication**

One API key on every call; keep it on your server. Get one in the docs with a 21-day free trial, no card needed.

**Examples**

Plain HTTPS from any language. The docs have cURL, Python, JavaScript and httpie samples and a Postman collection.

**Async and errors**

A create call can return IN_PROGRESS (status 21): fetch again with the same id after 15 seconds. Below 20 is success, 20 to 40 in progress, above 40 a failure.

**Rate limits**

A warning email first, then a 30 minute block only past the hard limit. [Read the limits](https://api.humantic.ai/)

**Security**

SOC 2 Type 2 audited and GDPR compliant. People who opt out are never analyzed, and you can exclude regions. [Visit the Trust Center](https://humantic.ai/trust)

**Pricing**

Credits go only on processed reports, and a repeat fetch in the same month counts once. [See pricing](https://humantic.ai/pricing)

## FAQs

- ### What is Context Enrich?
  Context Enrich gives the AI you build buyer context no LLM has: personality predictions from Humantic AI’s proprietary model, research from harnesses purpose-built for GTM, and account and people signals, through the [API](https://humantic.ai/surfaces#api) and [MCP](https://humantic.ai/surfaces#mcp).
- ### Who is Context Enrich for?
  Teams building their own AI agents, apps or context graphs for GTM, such as GTM engineering, RevOps and product teams.
- ### Why not just use an LLM for buyer context?
  Every team can ask the same LLM, so its context does not set you apart, and on personality it stays at 65 to 70% accuracy. Humantic AI’s proprietary model reads each buyer with 87%+ accuracy.
- ### How does it fit into a context graph?
  Your internal data and the external data you subscribe to stay where they are. Context Enrich adds the buyer layer: people, accounts, signals, visitors and intent, from [People Research Agent](https://humantic.ai/people-research-agent), [Account Research Agent](https://humantic.ai/account-research-agent), [Buyer Signals](https://humantic.ai/buyer-signals), [Visitor ID](https://humantic.ai/visitor-id) and [Intent Scoring](https://humantic.ai/intent-scoring).
- ### Which other Humantic AI products work with Context Enrich?
  Context Enrich works with the other 7 Humantic AI products on one Buyer Intelligence platform: [Account Research Agent](https://humantic.ai/account-research-agent) (Account Intelligence) researches the account; [People Research Agent](https://humantic.ai/people-research-agent) (People Intelligence) profiles each buyer; [HumanMail Agent](https://humantic.ai/humanmail-agent) writes new emails and replies for the buyer; [Visitor ID](https://humantic.ai/visitor-id) (Visitor Intelligence) identifies who is on your website; [Intent Scoring](https://humantic.ai/intent-scoring) (Intent Intelligence) shows which accounts are in market; [Buyer Signals](https://humantic.ai/buyer-signals) give account and people signals and keep an Account Research Agent report current on your schedule; and [Data Streams](https://humantic.ai/data-streams) are live data pipelines for jobs, tech stack changes and website visitors. Humantic AI runs on 3 surfaces, the web app, the [API](https://humantic.ai/surfaces#api) and [MCP](https://humantic.ai/surfaces#mcp), and Kairos, the activation engine, puts every product inside the tools your team already uses.

## Give Your AI Agents Context on Every Buyer

### Want to try it yourself?

What the trial includes

- All key features of People Research Agent, Account Research Agent and Visitor ID
- The web app, browser extensions and MCP
- 7-day free trial, no card; or 21 days with a card

### Want someone to show you?

15-minute demo

- All 8 products, in one walkthrough
- Shown on your own accounts

[Book a demo](https://humantic.ai/start/demo)

### Want to look around first?

See how Buyer Intelligence works

- **4** types of Intelligence
- **3** surfaces: app, API and MCP
- **8** products, one buyer record

[See how it works](https://humantic.ai/buyer-intelligence)

- Gartner Cool Vendor
- G2 Top 100, 2025
- Taught at Indiana Kelley
- SOC 2 Type 2
- GDPR compliant

Built for the security review: what your team adds, from CRM records to notes, stays inside your workspace. [Visit the Trust Center](https://humantic.ai/trust)

## Related pages

- [Visit the Trust Center](https://humantic.ai/trust)
- [See pricing](https://humantic.ai/pricing)
- [API](https://humantic.ai/surfaces)
- [People Research Agent](https://humantic.ai/people-research-agent)
- [Account Research Agent](https://humantic.ai/account-research-agent)
- [Buyer Signals](https://humantic.ai/buyer-signals)
- [Visitor ID](https://humantic.ai/visitor-id)
- [Intent Scoring](https://humantic.ai/intent-scoring)
- [HumanMail Agent](https://humantic.ai/humanmail-agent)
- [Data Streams](https://humantic.ai/data-streams)
- [See how it works](https://humantic.ai/buyer-intelligence)