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The 10 best location intelligence platforms in the US (2026)
Huq is our product. Here's how we compared everyone, including us.
A location intelligence platform is software that combines location data with maps and analysis, so you can answer questions about places: which site to open, how a store compares with rivals, and where customers come from. Some location intelligence platforms include their own visit data; others expect you to bring it.
The best platforms differ on accuracy validation, coverage, how often data refreshes, delivery options and how much GIS or data skill they need. Buyers include retail, real estate, marketing and data teams, and the right choice depends on who will use it day to day.
We compared ten platforms, from foot traffic dashboards to GIS and developer tools. Huq wrote this page and ranks itself first: it comes with its own data, built to give you the broadest set of location data across 35 markets, manually validated at 1,000+ locations per market twice a year. Every entry, Huq included, has fair pros and cons and sourced facts.
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Quick answer
Huq is our pick for retail chains, retail property and investors who want one platform with the broadest set of location data across 35 markets. CARTO suits analysts in Snowflake or BigQuery, Azira suits campaign measurement, and Mapbox suits developers.
Location intelligence platforms compared
How each platform differs on who it suits, whether it includes its own data, coverage and level of detail.
In this guide
How we evaluated
- Data included: whether the platform comes with its own visit data or needs you to bring it.
- Accuracy validation: whether the vendor publishes tests against ground truth, and for which country.
- Coverage and refresh: which markets are covered and how often data updates.
- Delivery: dashboard, API, data feeds or warehouse integration.
- Ease of use: whether business users can work in it without GIS or coding skills.
The 10 best location intelligence platforms, reviewed
1. Huq: best for branded retail chains, retail commercial property, and investors and private equity evaluating retail brands and assets
Huq is a self-serve location intelligence platform that comes with its own data, so there's nothing to source or model before you start. It's built to give you the broadest set of location data across 35 markets, the US included, in one platform, and it's straightforward enough for commercial teams and analysts alike. Founded in London in 2014, it's used by 300+ organizations.
In the Explore map you draw any area or pick a layer, such as travel time, catchment, ZIP codes, shopping centers or brand locations. Each area shows footfall by week, month and year, with average daily foot traffic, trends, period-on-period change and visiting versus passing traffic, plus residents versus visitors and catchment and drive-time analysis. Behavior covers visit frequency, dwell time, time of day, cross-visitation and international visitation for tourism. Layers add footfall density, transportation mode, POIs, brand analysis, industry performance, and shopping center and retail center types. Demographics (age, gender, purchasing power) and geo-spend by volume and category are available in selected markets.
Projects let you monitor many locations at once and report to stakeholders. Results export to CSV or Excel, as monthly PDF location reports, or as data feeds: Parquet and CSV files delivered into Amazon S3 or Google Cloud Storage. Data refreshes weekly, and Huq manually validates more than 1,000 locations in each market twice a year.
Pros
- Comes with its own data, built to give the broadest set of location data in one platform across 35 markets
- Built for both commercial and technical users, with no GIS skills or coding needed
- Heat maps split visiting from passing traffic for any area you draw
- Projects track many locations at once, and monthly PDF location reports are ready to share
- Visit data manually validated at 1,000+ locations per market, twice a year
Cons
- Newer to the US than US-native platforms such as Placer.ai
- Demographics and geo-spend are available in selected markets only, so check availability for the markets you need
- Delivers data feeds into S3 or GCS rather than an API or native warehouse share, so engineers load files into Snowflake or BigQuery themselves
2. Placer.ai: best for US teams that want a foot traffic platform with an API
Placer.ai (Placer Labs Inc.) is a US foot traffic analytics company with 4,000+ customers across retail, commercial real estate, local government, CPG, restaurants, finance and advertising. It estimates visits from a mobile location panel of tens of millions of devices and uses machine learning to extrapolate them to properties, chains, markets and regions, drawn on property-level polygons. Teams work in the analytics dashboard, with CSV, PDF and SHP exports, call the API, or take data feeds through the Placer Marketplace, Snowflake and AWS. A Data Marketplace layers on partner datasets such as sales estimates, demographics, business counts and consumer expenditure. Coverage is the United States only.
As a location intelligence platform, Placer's dashboard is the main product: teams compare candidate sites on visits, dwell and trade area reach for any US commercial address, and a freemium version and free tools let them start small. It is one of the few platforms here that comes with its own visit data. Compared with Huq, Placer covers one country in depth, while Huq's Explore map, Projects and monthly PDF reports work the same way across 35 markets.
Pros
- Large US user base: more than 4,000 customers across retail, real estate, CPG and civic bodies
- Dashboard, API and data feeds (Snowflake, AWS) from one vendor
- Data Marketplace bundles partner datasets such as sales estimates and demographics
- Free tools such as Chain Analysis and the Placer 100, plus a freemium version
Cons
- Covers the US only, so sites in other countries need a second provider
- Locations with fewer than 50 unique devices aren't shown, which can leave gaps at small or low-traffic sites
- Its "+92% accuracy" homepage claim comes without a published method
- Pricing isn't published; one Capterra reviewer calls it "expensive but worth the cost"
3. Esri ArcGIS Business Analyst: best for organizations already standardized on ArcGIS
ArcGIS Business Analyst is Esri's location-based market intelligence software, built on the ArcGIS platform. It combines demographic, consumer spending, business, lifestyle and census data with map analysis for site selection, market planning and territory design: over 15,000 variables from more than 170 countries, 2,000+ US demographic variables, 67 Tapestry segments and 13M+ US businesses, down to block group with five-year projections. POIs come from Foursquare Open Source Places, SafeGraph and Data Axle. It runs as a web app, mobile app, desktop app inside ArcGIS Pro or on premises, and higher tiers add void, suitability and Huff model analysis. Users include GIS teams, market analysts, real estate, healthcare and government.
Business Analyst is the default location intelligence platform for organizations already standardized on ArcGIS. Many online tasks use credits, and reviewers cite a learning curve for people without GIS training. Its traffic counts are Kalibrate vehicle counts, and it has no foot traffic dataset of its own in its data pages. Huq is the simpler option for commercial teams: draw any area on the Explore map and see weekly footfall, catchment, dwell and visit frequency across 35 markets.
Pros
- Over 15,000 variables from more than 170 countries
- Deep US demographics, including 67 Tapestry segments down to block group
- Runs on web, mobile, desktop or on-premises
- Rated 4.6/5 from 21 reviews on G2, with support scored 9.2
Cons
- No observed foot traffic in its data pages; its traffic counts are Kalibrate vehicle counts
- Many online tasks use credits, and G2 users ask what credits are and why they need them
- Reviewers cite a steep learning curve for users without GIS experience
4. CARTO: best for analysts working inside Snowflake, BigQuery or Databricks
CARTO describes itself as an agentic, 100% cloud-native GIS platform. Instead of copying data into its own system, it runs spatial analysis inside the warehouse you already use, including Google BigQuery, Snowflake, Databricks, AWS Redshift, Microsoft Azure and Oracle. Builder handles maps and visualization, Workflows offers 100+ low-code analysis components with machine learning and AI steps, the Data Observatory supplies enrichment data, and AI agents can draft maps from natural-language requests. It is aimed at data analysts, data scientists, GIS professionals and developers, and lists site selection, territory planning and market analysis among its use cases, with logos such as Verizon, JLL, Unilever and Bain & Company.
CARTO is on this list of location intelligence platforms because it is the strongest choice for teams that want the platform inside their own warehouse. It is a Google Cloud Premier Technology Partner and a Snowflake Premier partner, with a free trial. As a platform, it supplies the analysis tools and you supply the data. Huq takes the opposite approach: the data and the analysis come together in one self-serve platform, with Parquet or CSV feeds for teams that also build their own models.
Pros
- Runs inside BigQuery, Snowflake, Databricks and other warehouses, with no data copying
- 100+ ready-to-go analysis components with machine learning and AI integrations
- AI Agents create maps from natural-language requests
- Free trial available
Cons
- Doesn't come with its own visit data, so you'll need a foot traffic provider
- Built for analysts, data scientists and developers more than store or leasing teams
- Gets the most value when your data already lives in a cloud warehouse
5. Unacast: best for teams building their own tools on mobility APIs
Unacast is a location data company headquartered in Ashburn, Virginia, with Norwegian roots, and it merged with Gravy Analytics in late 2023. It sells global mobility data, US foot traffic data, consumer data enrichment and data linkages that connect mobile ad IDs to hashed emails and IPs. The Area Visitors, Observations, Trade Areas and Personas APIs serve product and data teams, and bulk data can be scheduled into a warehouse or data lake. US visitation datasets cover weekly, monthly and quarterly foot traffic, dynamic trade areas and cross-visitation, built from origin ZIP code and census block group. In December 2025 Unacast raised $28M from Vector Capital.
Unacast fits a platforms list for teams that want to build their own: its APIs and bulk delivery are the platform, and dashboards are largely up to you. Weekly US visitation has a 4-day lag and history from October 2018. In January 2025 the FTC finalized an order restricting how Gravy Analytics and Venntel can use sensitive location data. Huq suits teams that want a finished platform: Explore map, Projects, exports and reports across 35 markets.
Pros
- Four analytics APIs for teams building location data into their own products
- US visitation history from October 2018, released weekly with a 4-day lag
- Cross-visitation and dynamic trade area datasets ready to use
- Scheduled bulk delivery into your warehouse or data lake
Cons
- Foot traffic datasets cover the US; only raw mobility data is global
- Data and API-first, so dashboards and site analysis are largely up to you
- The FTC's January 2025 final order against Gravy Analytics and a January 2025 Gravy data breach are worth raising in due diligence
6. Azira: best for marketers linking location insights to campaigns
Azira is a location intelligence and marketing platform based in Pasadena, California. Azira Insights covers analytics, reports and custom data feeds; Audience builds segments from real-world visits and purchase behavior; Campaigns runs media across desktop, mobile, CTV, audio and digital out-of-home; and Measurement tracks incremental foot traffic and conversions. Azira One, launched in September 2026, is a conversational AI layer for asking location questions in plain language. Azira cites 13 trillion mobility signals, 35.6 billion consumer transactions and 43M POIs, with solutions supported in 44 countries. It serves automotive, hospitality, media, real estate, restaurants, retail and travel, with brands such as Ford, McDonald's and Decathlon.
Azira belongs among location intelligence platforms because it puts visit insights, audiences and campaign measurement in one place, which suits marketers more than real estate teams. On G2 it scores 4.6/5 from 20 reviews, and it holds a TRUSTe privacy seal and NAI and IAB membership. Its scale figures are vendor claims without a published accuracy method. Huq is built for location decisions, with weekly footfall, catchment, dwell and cross-visitation across 35 markets and 1,000+ locations validated per market twice a year.
Pros
- Audiences, campaigns and visit measurement in one platform
- Azira One conversational AI for plain-language questions
- Solutions supported in 44 countries
- Rated 4.6/5 from 20 reviews on G2
Cons
- Built around marketing and media activation, so site selection teams should check which Insights features fit
- Its scale figures are vendor claims without a published accuracy method
7. MyTraffic: best for europe-first teams that want footfall analysis with an AI assistant
MyTraffic is a Paris-founded footfall and location intelligence platform, now in one group with Geoblink. It measures footfall, profiles visitors and maps catchments, and its AI assistant, Gini, built on both companies' software experience, answers geospatial questions in plain language. DataLibrary sells alternative data, AudienceLabs links digital advertising to in-store visits, and SmartMonitor tracks shopping center performance. MyTraffic lists 18 countries, mostly in Europe plus the United States, where Gini is live in New York, Texas and Massachusetts. It says 600 companies across Europe use it. Delivery is a SaaS platform with onboarding, training and consultants, and client stories include Five Guys, GOIKO and outlet operator Advantail.
MyTraffic is on this list as a footfall-first location intelligence platform with an AI assistant and consultants in the box, plus a free trial. It is closest to Huq in purpose, since both measure footfall and catchment. The main differences are reach and support model: MyTraffic's customer base is concentrated in Europe and its US availability covers three states, while Huq covers 35 markets in a self-serve platform with Projects, exports, monthly PDF reports and Parquet or CSV feeds.
Pros
- Gini AI assistant built on MyTraffic and Geoblink software
- Consultants, dedicated onboarding, live support and training included
- 18 countries, including the US
- Free trial available
Cons
- In the US, Gini is live only in New York, Texas and Massachusetts, so check other states
- Its customer base is concentrated in Europe
8. Advan Research: best for analysts who want dashboards and raw feeds from one vendor
Advan Research is a New York alternative-data company founded by former hedge fund and fintech people. It sells foot traffic and card-spend data to hedge funds and institutional investors, REITs, corporates and the public sector. After buying SafeGraph's Patterns business in November 2022, its Weekly Patterns+ dataset became the successor to SafeGraph Patterns: POI-level visits for each Monday-to-Sunday week across the US and Canada, delivered on Wednesdays, with history from January 2018. Neighborhood Patterns+ reports at census block group level, and SpendView adds weekly US consumer spend. Raw files ship by FTP, AWS S3 and Google Cloud, and the FIT, REI and REVEAL dashboards serve people who prefer a screen.
Advan belongs among location intelligence platforms as one of the few vendors here that sells both dashboards and the raw data behind them. Advan says its panel covers 45M US and 65M global devices, and in November 2024 it bought RetailStat's Real Estate Intelligence platform. Its users are mostly analysts and investors tracking tickers. Huq offers the same dashboard-plus-feed choice, with footfall, catchment, dwell and cross-visitation across 35 markets, aimed at retail chains, landlords and investors in retail assets.
Pros
- Weekly Patterns+ history back to January 2018, useful for long-run trend models
- Pairs foot traffic with card-spend data from 120M+ cards (SpendView)
- Sells both raw datasets and dashboards (FIT, REI, REVEAL)
- Successor to SafeGraph Patterns, which many existing models were built on
Cons
- Foot traffic covers the US and Canada only, and spend data is US only
- Built mainly for analysts and quant teams rather than store or leasing teams
- Delivery is via FTP, AWS S3 and Google Cloud; Snowflake isn't listed on its site
- Pricing isn't published, so you'll need a demo or call
9. Foursquare: best for adding POI and attribution data to your own platform
Foursquare is a places (POI) data company. Its Places data covers 100M+ points of interest across 200+ countries and territories, with 1,100+ venue categories, built with machine learning from 16B+ user check-ins, third-party data, web crawls and superuser validation. It comes as free, open source FSQ OS Places, Places Pro, and Places Premium, which adds attributes such as popular hours, photos and reviews. Paid tiers ship as JSON, TSV or Parquet via S3, SFTP, Azure, GCP or Snowflake, or through the Places API. Foursquare also sells Attribution and Audience products, and its customers include Redfin, Nextdoor and AB InBev.
Foursquare sits on a platforms list because its places data, delivered through APIs and 550+ partner integrations, underpins many other location intelligence platforms, including POIs inside Esri Business Analyst. In September 2026 Infillion announced it would acquire Foursquare, so check how that could affect roadmap and licensing. Foursquare supplies the map of places. Huq supplies how people use them: weekly footfall, dwell, visit frequency and catchment across 35 markets, in its own platform or as feeds.
Pros
- 100M+ POIs in 200+ countries and territories, with 1,100+ categories
- Free open source tier, with Pro and Premium tiers for richer attributes
- Flexible delivery: Places API, Snowflake, S3, SFTP, Azure or GCP
- 550+ partner integrations, including POIs inside Esri Business Analyst
Cons
- Its core product is places data, not visit counts for judging site performance
- The announced Infillion acquisition hasn't closed and terms weren't disclosed, so check how it could affect roadmap and data licensing
10. Mapbox: best for developers building custom maps and location apps
Mapbox is a developer platform for maps, navigation and search. Developers use Mapbox GL JS and the Maps SDKs for iOS and Android to build interactive maps styled in Mapbox Studio, alongside a Navigation SDK for automotive, the Matrix API for travel times, Geocoding, Search Box, Address Autofill and MapGPT, an AI assistant. It also sells data products: Traffic Data on live and typical road conditions, Movement Data on population patterns through space and time, and global Boundaries data. Atlas offers on-premise or private cloud deployment. Logos include BMW, General Motors, Toyota, Instacart, Snap, DoorDash and T-Mobile, and customer stories cover BMW Maps and Tripadvisor.
Mapbox belongs on a location intelligence platforms list because many teams build their own location products on it, and pricing is usage-based with free tiers to get started. It is a toolkit for engineers, not an analysis tool for choosing sites or reviewing a portfolio, and its Movement Data describes population patterns rather than visits to individual stores. Huq is the opposite trade-off: ready-made footfall, catchment, dwell and cross-visitation analysis across 35 markets, with Parquet or CSV feeds if your engineers want the data in their own maps.
Pros
- Highly customizable maps for web and mobile, styled in Mapbox Studio
- Navigation, geocoding, search and address autofill APIs
- Movement, Traffic and Boundaries data products
- Usage-based pricing with free tiers
Cons
- A toolkit for developers, not an analysis tool for site or portfolio decisions
- Movement Data describes population patterns, so check whether it answers store-level questions before relying on it
How to choose a location intelligence platform
Platform, GIS or maps API?
A location intelligence platform answers business questions about places. GIS software is a general toolkit for spatial analysis. A maps API puts maps and search into your own product. Decide which job you're hiring for before you compare vendors.
Does the platform include its own data?
GIS and developer tools such as Esri, CARTO and Mapbox mostly work on data you supply. Foot traffic platforms come with visit data, so check how it's validated and for which countries.
Who will use it every week?
If store, leasing or strategy teams will use it, pick a self-serve dashboard. If analysts and engineers will, warehouse integration and data feeds matter more.
Run a pilot on sites you know
Ask two or three vendors to analyze the same locations, including ones where you know the real numbers. Compare the results, the time it took and how easy they were to explain.
Frequently asked questions
What is a location intelligence platform?
A location intelligence platform is software that combines data about places and movement with maps and analysis. Teams use it to choose sites, benchmark stores against competitors, understand catchments and track performance over time. Some platforms include their own foot traffic data; others are toolkits for analyzing data you already hold.
How is a location intelligence platform different from GIS?
GIS software, such as Esri ArcGIS, is a general toolkit for mapping and spatial analysis, usually run by trained analysts. A location intelligence platform is built around specific business questions, such as site performance or catchment, and often includes its own data, so non-specialists can get answers without GIS skills.
Where does a location intelligence platform get its data?
It varies. Placer.ai says it estimates visits from mobile location data covering tens of millions of devices. Esri Business Analyst licenses demographic and business data. CARTO and Mapbox mostly work with data you supply. Huq includes its own data, from footfall and catchment to behavior, density, POIs and brands, and manually validates 1,000+ locations per market twice a year.
Do I need GIS skills to use a location intelligence platform?
Not always. GIS tools such as Esri ArcGIS and CARTO reward trained analysts. Self-serve platforms such as Huq and Placer.ai are built for business users too. In Huq's Explore map you draw an area or pick a layer, such as ZIP codes or shopping centers, and get footfall, residents vs visitors, catchment, drive time and dwell without writing queries.
Can a location intelligence platform connect to Snowflake or BigQuery?
Some can. CARTO runs inside BigQuery, Snowflake and Databricks, and Placer.ai delivers data feeds through Snowflake and AWS. Huq doesn't offer an API; it delivers data feeds as Parquet and CSV files into Amazon S3 or Google Cloud Storage buckets, which your team can load into Snowflake, BigQuery or BI tools.
What does location intelligence do?
Location intelligence shows how places perform and why. A platform lets you compare a store's foot traffic with nearby competitors, map where visitors come from, spot gaps in your network and track trends over time. Huq does this with weekly data for any US address, plus monthly PDF location reports, and you can request a free analysis of a site you know.
Questions? Talk to us
Book a demoSources
- Huq platform
- Huq data feeds
- Huq: Walmart sales validation study
- Huq: How accurate is footfall data?
- Placer.ai
- Placer.ai: FAQ
- Placer.ai: data delivery methods
- Placer.ai: site selection analytics
- Esri ArcGIS Business Analyst
- Esri Business Analyst: data and reports
- Esri Business Analyst: buying options
- CARTO
- Unacast
- Unacast: foot traffic data
- Unacast: visitation datasets
- FTC: final order on Gravy Analytics and Venntel
- Azira
- G2: Azira
- PPC Land: Azira One launch
- MyTraffic
- Geoblink
- Advan Research
- Advan Research: data dictionaries
- Foursquare
- Foursquare Places
- AdExchanger: Infillion acquires Foursquare
- Mapbox
- Placer.ai: pricing
- Capterra: Placer.ai reviews
- Advan Research: SafeGraph Patterns acquisition
- Business Wire: Advan acquires RetailStat REI
- Unacast: Unacast and Gravy Analytics merge
- Business Wire: Unacast financing (Dec 2025)
- The Record: Gravy Analytics breach
- Esri: Foursquare data in Business Analyst
- G2: ArcGIS Business Analyst reviews
- FitGap: ArcGIS Business Analyst alternatives
About Huq
Huq is a location intelligence company. We turn anonymised mobile location data into footfall, catchment and visitor insight for any place, so retailers, property owners and local authorities can make decisions on evidence.
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