>>> PRESS_RELEASE
MFOUR ADDS ANOTHER 1M+ CHATGPT CONVERSATIONS LAST MONTH, EXTENDING FULL CONSUMER JOURNEY VISIBILITY|||MFOUR ADDS ANOTHER 1M+ CHATGPT CONVERSATIONS LAST MONTH, EXTENDING FULL CONSUMER JOURNEY VISIBILITY|||

Consumer & Shopper Insights

OBSERVE BEHAVIORS. GROW BRAND.

From ChatGPT to Checkout: See the entire journey across 4B monthly signals

Behaviors
Demographics
Attitudes

Trusted by Global Leaders

Duke UniversityAmazon AdsRitualGooglePapa JohnsMicrosoftKeurig Dr.PepperSamsungAT&TPepsiLowe'sDisneyWalmartDuke UniversityAmazon AdsRitualGooglePapa JohnsMicrosoftKeurig Dr.PepperSamsungAT&TPepsiLowe'sDisneyWalmart
100M
Consumer & Shopper Journeys
Offline
Online

Connected

Drove by a beauty ad billboard on Sunset Blvd

Location Intelligence

Create custom geo-fencing for billboards, transit stations and more for GPS-verified exposure

GPS-Verified Data

ChatGPT Convos

Get immediate insights into millions of ChatGPT convos to understand how AI influences purchase decisions and brand discovery.

AI Influence Data
Asked ChatGPT for the best value makeup products
Visited Sephora and Ulta Beauty stores

Store Visit Attribution

Monitor foot traffic into points-of-interest for store names, dwell time, and complete cross-shopping behavior across retailers.

Foot Traffic Data

Web Behavior Tracking

Full visibility into browsing sessions including sites visited, time spent, search queries, and the path from discovery to conversion.

Web Behavior Data
Browsed products online at sephora.com
Opened Ulta Beauty app

App Usage Intelligence

See which apps consumers use, when they open them, session duration, and how mobile apps fit into their overall shopping journey.

App Intelligence

Purchase Verification

Receipt-level transaction data from Amazon and Gmail email receipts — see vendors and purchase amounts. SKU-level item detail coming soon.

Receipt-Level Data
Made purchase
Foundation~$40
Mascara~$28
Brow pencil~$23
Lip product~$22
Sent surveyCompleted

Behavioral Triggered Surveys

Surveys automatically deploy in real-time based on real behaviors—visiting a location, or using an app—capturing feedback at the very point of emotion.

Behavior-Triggered
Last 30-day Growth
New
24.4M

Purchases

3.88%
5.58B

Website Visits

4.15%
12.3M

Surveys

3.48%
870.3M

Locations

2.48%
10.72B

Apps Used

4.00%
New
6.07M

AI Convos

12.38%
AI-Powered Insights

Meet DANI

Earth's most advanced AI market research assistant for instant insights across billions of behavioral events. No data wrangling required — just natural language queries.

Show me KFC leakage trends

Where lapsed KFC buyers go — by region

A lapsed buyer = 3+ KFC visits in H1 (Apr–Sep 2025), zero in H2. 114,186 qualified consumers.

Lapsed KFC buyers114,186
Chick-fil-A13.6%
Popeyes7.4%
Raising Cane's3.7%
Zaxby's2.5%
Bojangles2%
Church's1.8%

~69% of lapsed buyers went dark — no visit to any tracked competitor. Of those who migrated, Chick-fil-A leads every region (13.6%), then Popeyes (7.4%) and Raising Cane’s (3.7%). The South carries 50% of all lapsed buyers.

Generate Behavioral Reports

Eight Reports. One Prompt.

DANI isn't a chatbot. It's an agent - working autonomously for hours to fetch data, run the analysis and deliver a polished report ready for the boardroom.

Click any report to see a sample output.

Sample DANI Reports

Boardroom-ready Briefs — by DANI™

DANI synthesizes real consumer behavior from the largest first-party panel in the U.S. into executive-ready reports — from competitive benchmarks to shopper journeys, audience profiles, leakage analysis, and AI conversation intelligence.

01/06Shopper Journey
Trigger a survey to 25-34 females after 5-min of dwell time at one of our locations.
Behavior-Triggered Surveys

Trigger Surveys from Real Behaviors

For deeper insights, trigger surveys based on real behaviors like GPS-verified location visits or other behaviors like mobile web visits, app usage, and receipts.

GPS-triggered surveys
Demographic & psychographic targeting
Real-time event-based activation

MFour's panel has the only “connected behaviors” data set of its kind to see full consumer journeys. DANI surfaces insights instantly that would take untold man-hours.

hulu
Quick Start

From Zero to Hero in 60 Seconds

See how easy it is to ask DANI your first question and unlock instant insights across billions of consumer behavioral events.

No credit card required. Start exploring insights immediately.

Developer API

Wire DANI
Into Everything

Developers can access DANI™ programmatically via HTTP API or MCP server. Plug DANI into your AI agent stack and query millions of online and offline behavioral events happening daily at scale.

API Query DANI for insights on connected consumer journeys thru simple HTTP API calls
MCP Server Drop DANI into any AI agent workflow as a first-class MCP tool that does more than fetch data but responds with analysis and insights
Insights at Scale From ad-hoc queries to production pipelines — same API, any volume
POSTapi.mfour.com/v1/dani/query
{
  "query": "Top eCommerce apps used within 15 min
          of arriving at Costco"
}
Response
{ "response": { "answer": "Top eCommerce apps near Costco...", "charts": [...],
  "tables": [...], "citations": [...] }, "metadata": { "tokens": 181259 } }
Full example
# Query consumer behavior signals
curl -X POST https://api.mfour.com/v1/dani/query \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "query": "Top eCommerce apps used within
              15 min of arriving at Costco",
    "filters": {
      "demographic": {
        "age": "25-34",
        "gender": "female"
      },
      "timeframe": "last_30_days"
    }
  }'

# Response
{
  "response": {
    "answer": "Top eCommerce apps used within 15 min...",
    "charts": [
      { "type": "bar", "title": "Top Apps by Sessions", "spec": "..." }
    ],
    "tables": [
      { "title": "App Breakdown", "columns": ["App", "Sessions"], "data": [...] }
    ],
    "citations": [ { "id": "cs_78e4c67b...", "source": "Behavioral Data" } ],
    "data_context": {
      "sample_size": 15420, "coverage_multiplier": "2.3x",
      "modalities_used": ["app_usage", "location"]
    }
  },
  "metadata": {
    "tokens": 181259,
    "tools_used": ["Survey_Data", "data_to_chart"],
    "query_id": "01bd7890-0406-d123-0022-b787aa5678ef"
  }
}
Explore More

Beyond AI: The Full MFour Ecosystem

While DANI can show you what consumers do, MFour survey products can tell you what they say.

Market Research

Survey Products

From full white-glove service to self-serve DIY, MFour's proven survey methodologies delivers insights across a dozen+ methodologies.

Location-Triggered SurveysTrackersOOH Ad MeasurementBrand LiftDirected ShopIHUTVideo Diaries& More
Consumer Panel

Ethical Practices

Learn about ethical, fair trade data practices and equitable compensation for the largest opt-in, first-party consumer panel in the U.S.

100% Opt-InFirst-PartyFair CompensationValidated IdentitiesTransparent IncentivesNo 3rd Party DataNo ScrapingProprietary Data
Featured Case Study

Customer Stories

Samsung uses MFour's location-triggered surveys to capture point-of-emotion shopper feedback across AT&T, T-Mobile, Verizon & Best Buy — turning GPS-verified insights into measurable sales lift.

2.3x Purchase Intent+24% Demo Engagement+31% Rep Skill Scores+5% YoY Sales Lift2,000+ Shoppers/MoGPS-Verified