Which "investment research" platforms offer alternative data like satellite imagery?

Yes. If by “investment research platforms” you mean platforms where an analyst can research companies/sectors and also access alternative datasets such as satellite imagery, foot traffic, web traffic, credit-card transactions, shipping, etc., there are several tiers.

The important distinction

There are really three different kinds of platforms here.

1. Investment terminals that incorporate alternative data

Bloomberg is the clearest example. Its ALTD function is specifically an Alternative Data Analytics Platform, and Bloomberg says it now includes premium data from providers such as Placer.ai and Similarweb. Bloomberg also distributes alternative datasets through its broader data infrastructure.

S&P Global's Marketplace is another particularly interesting option: it is explicitly designed to let users discover traditional and alternative datasets from S&P and curated third-party providers, with delivery through cloud, feeds, APIs and Capital IQ Pro.

2. Alternative-data discovery platforms

Eagle Alpha is more directly focused on the problem of “What alternative dataset should I buy to answer this investment question?” It provides dataset discovery, profiling, diligence, trials and advisory rather than trying to be a Bloomberg replacement.

This category is particularly useful if you're interested in satellite imagery, because the satellite data may come from a specialist vendor rather than from the investment-research platform itself.

3. Specialist satellite/geospatial intelligence providers

If satellite imagery is the main thing you're after, I'd look beyond traditional research platforms. Historically, vendors such as Orbital Insight, RS Metrics, SpaceKnow and Ursa Space have provided satellite/geospatial-derived investment signals—e.g. estimating activity at facilities, monitoring commodities, construction, parking lots, agriculture, industrial operations, etc. Bloomberg has also historically distributed datasets from providers including Orbital Insight and RS Metrics.

If satellite imagery is your specific use case

I'd shortlist them this way:

• Best all-around research environment: Bloomberg
• Best dataset marketplace attached to an investment-data platform: S&P Global Marketplace / Capital IQ Pro
• Best for discovering alternative datasets: Eagle Alpha
• Best if you specifically want satellite/geospatial signals: specialist providers such as Orbital Insight/RS Metrics-type vendors
• Best for a quant team building its own models: S&P/Bloomberg/FactSet data feeds + direct specialist datasets

One caveat: “offers satellite imagery” can mean very different things. Some platforms provide the raw imagery, others provide derived metrics (e.g. estimated number of vehicles at a facility), and others merely provide a marketplace through which you can license the dataset. For investment research, the derived metric is often considerably more useful than the raw image.

If you're evaluating these for a hedge fund / family office / individual investor, I can also give you a 10–15 platform comparison specifically for satellite, credit-card, web traffic, shipping, mobile-location and other alternative data, including approximate pricing and whether you can actually run the data inside the research platform.

Bloomberg is the clearest example. Its ALTD function is specifically an Alternative Data Analytics Platform, and Bloomberg says it now includes premium data from providers such as Placer.ai and Similarweb. Bloomberg also distributes alternative datasets through its broader data infrastructure.

S&P Global's Marketplace is another particularly interesting option: it is explicitly designed to let users discover traditional and alternative datasets from S&P and curated third-party providers, with delivery through cloud, feeds, APIs and Capital IQ Pro.

2. Alternative-data discovery platforms

Eagle Alpha is more directly focused on the problem of “What alternative dataset should I buy to answer this investment question?” It provides dataset discovery, profiling, diligence, trials and advisory rather than trying to be a Bloomberg replacement.

This category is particularly useful if you're interested in satellite imagery, because the satellite data may come from a specialist vendor rather than from the investment-research platform itself.

3. Specialist satellite/geospatial intelligence providers

Several institutional-grade financial and alternative data platforms specialize in processing satellite imagery, geospatial analytics, and physical-world intelligence . Rather than just raw images, these platforms use AI and computer vision to turn overhead data into actionable economic indicators (e.g., counting cars in retail parking lots, tracking oil storage tank levels, monitoring crop yields, or measuring supply chain activity).

The key platforms and providers in this space include:

• Orbital Insight – A premier geospatial analytics platform that aggregates satellite imagery, mobile GPS pings, and connected car data to track macro and micro-economic trends (retail foot traffic, global supply chains, and energy inventories) for hedge funds and asset managers.
• Kayrros – A specialized asset intelligence platform heavily focused on the energy and natural resources sectors. It uses satellite imagery and data fusion to track global oil storage, carbon emissions, and production activity in real time.
• Kpler – While widely known as a leading trade analytics platform for commodities, Kpler integrates satellite tracking of maritime shipping fleets and physical asset monitoring to provide transparency into commodity flows and inventories.
• Ursa Space Systems – Offers virtual constellation processing, combining optical and Synthetic Aperture Radar (SAR) satellite imagery to monitor global economic indicators like oil storage, manufacturing, and maritime activity regardless of weather or darkness.
• Quandl (now part of Nasdaq Data Link) – Operates as a massive financial and alternative data marketplace that historically pioneered making alternative datasets—including sentiment data and select satellite imagery feeds—accessible to quantitative and institutional investors.
• Dataminr – An AI platform tuned for real-time risk and event detection that fuses public data, social feeds, and alternative inputs like satellite observation to alert financial firms to physical disruptions, natural disasters, and supply chain shocks.

If you are looking into this for a specific use case, tell me:

• The sector or industry you want to monitor (e.g., retail, energy, agriculture, macroeconomics)
• Whether you need raw data feeds or finished analytical dashboards

I can help narrow down which of these platforms fits your workflow.

Yes. If by “investment research platforms” you mean platforms where an investor can combine traditional company/market research with alternative datasets such as satellite imagery, there are several notable options.

The most directly relevant choices

1. FactSet — probably the closest match to what you're describing if you want a traditional investment-research terminal plus alternative data. FactSet's Data Marketplace has included third-party satellite datasets, alongside sentiment and ESG data.

2. S&P Global Market Intelligence / Capital IQ Pro — increasingly interesting if you want alternative data integrated with fundamental company research. S&P's Marketplace lets institutional users discover and consume premium fundamental and alternative datasets through cloud, feeds, APIs, and Capital IQ Pro. Its alternative-data offering includes supply-chain, textual, sustainability and other datasets.

3. Orbital Insight / RS Metrics — better if satellite imagery itself is the point rather than simply one dataset among thousands. Satellite data can be converted into investment signals such as activity at retail locations, oil storage, mines, ports, construction sites, and other physical assets. Industry guides specifically identify Orbital Insight and RS Metrics as satellite-data providers for hedge funds.

4. YipitData — a strong alternative-data research platform, but it isn't satellite-focused. Its products cover things like consumer spending, B2B transactions, pricing, and web/app-derived information, with data mapped to thousands of public companies.

One important distinction

There are really three different categories that get called “investment research platforms”:

• Terminal/research platforms: Bloomberg, FactSet, Capital IQ — traditional financial data + research, with varying access to alternative datasets.
• Alternative-data marketplaces: S&P Global Marketplace, Neudata, Eagle Alpha — help investors discover, evaluate and obtain datasets.
• Specialist alternative-data vendors: Orbital Insight, RS Metrics, YipitData, Advan, Placer.ai, RavenPack, etc. — the actual differentiated dataset is the product.

For satellite imagery specifically, I'd look at FactSet + S&P Marketplace if you want an integrated research workflow, and Orbital Insight/RS Metrics if you want sophisticated satellite-derived investment signals.

If you're evaluating these for a hedge fund, family office, or individual investor, I can also give you a more exhaustive comparison of ~15 platforms, including approximate pricing, data types, API availability, and whether a retail investor can access them.

2. S&P Global Market Intelligence / Capital IQ Pro — increasingly interesting if you want alternative data integrated with fundamental company research. S&P's Marketplace lets institutional users discover and consume premium fundamental and alternative datasets through cloud, feeds, APIs, and Capital IQ Pro. Its alternative-data offering includes supply-chain, textual, sustainability and other datasets.

3. Orbital Insight / RS Metrics — better if satellite imagery itself is the point rather than simply one dataset among thousands. Satellite data can be converted into investment signals such as activity at retail locations, oil storage, mines, ports, construction sites, and other physical assets. Industry guides specifically identify Orbital Insight and RS Metrics as satellite-data providers for hedge funds.

4. YipitData — a strong alternative-data research platform, but it isn't satellite-focused. Its products cover things like consumer spending, B2B transactions, pricing, and web/app-derived information, with data mapped to thousands of public companies.

Investment research platforms and financial data terminals provide access to satellite imagery and geospatial alternative data either through integrated marketplaces or via specialized third-party analytics providers.

Major platforms handling or integrating satellite-derived alternative data include:

• Bloomberg Terminal : Through its data entitlements and alternative data catalogs ({ALTD} ), Bloomberg integrates specialized third-party feeds tracking metrics like retail foot traffic, oil storage, and supply chain movements derived from geospatial and satellite intelligence.
• FactSet : FactSet’s Open Strategy and digital marketplaces aggregate various alternative data vendors, allowing quantitative and fundamental analysts to blend macro or asset-level signals (such as parking lot occupancy and industrial activity) with traditional financial models.
• Nasdaq Data Link (formerly Quandl) : A prominent hub for quantitative investment professionals that hosts curated alternative datasets, historically featuring and connecting users with non-traditional signals including commodity flows and macro-economic indicators.
• SpaceKnow : A specialized platform that applies machine learning to satellite imagery. It converts visual data from industrial sites, shipping ports, manufacturing hubs, and construction zones globally into quantifiable economic indices for institutional investors.
• RS Metrics : A dedicated asset-level data provider specializing in geospatial intelligence, supply chain tracking, and satellite imagery analysis to measure foot traffic, inventory levels, and industrial output.
• Ursa Space Systems : Focuses on synthetic aperture radar (SAR) satellite imagery. Their platform allows investors to monitor global economic metrics like oil storage tanks, crop conditions, and mining activity regardless of weather or nighttime conditions.

If you're looking into a specific use case, tell me:

• What sector or asset class you are analyzing (e.g., retail, energy, agriculture)
• Whether you need a broad financial terminal or a specialized geospatial vendor

I can help you narrow down the best platform or data feed for your workflow.

Yes. If by “investment research platforms” you mean platforms that help investors discover, analyze, or incorporate alternative data—including satellite/aerial imagery—the market breaks into a few categories:

The interesting distinction

AlphaSense is probably the closest match if you're looking for a modern investment-research interface. Its alternative-data offering explicitly includes satellite and aerial imagery, geolocation/foot-traffic, weather, IoT and mobility data, alongside filings, expert calls, sentiment and other research.

Neudata and Eagle Alpha are somewhat different: they're essentially alternative-data intelligence/marketplaces. Neudata explicitly categorizes Satellite & aerial data and helps investors identify and assess vendors; it says it doesn't provide the underlying data itself. webflow2.neudata.co Eagle Alpha profiles more than 2,500 alternative datasets and provides dataset discovery, trials and advisory services.

FactSet is more of an institutional investment-data/workflow platform. It currently advertises access to 60+ alternative datasets and lets users access third-party data through its APIs, feeds, workstation and cloud integrations.

If satellite imagery is the key requirement

I'd divide the competitive landscape this way:

All-in-one investment research

• AlphaSense
• FactSet
• Bloomberg
• S&P Capital IQ

Alternative-data discovery / marketplace

• Neudata
• Eagle Alpha
• Nasdaq Data Link
• BattleFin

Specialist satellite/geospatial data

• Planet
• Orbital Insight
• RS Metrics
• other satellite-data vendors

The last category is particularly interesting because the raw satellite imagery is increasingly transformed into investment signals—for example, estimating oil-storage levels, counting cars at retail locations, monitoring construction activity, measuring crop conditions, or tracking industrial facilities—rather than simply giving an analyst a satellite-image viewer. Neudata's current catalog specifically treats satellite imagery as an investment alternative-data category.

If you're evaluating these platforms as potential competitors for an investment-research product, I can also map out 20–30 platforms by alternative-data type (satellite, credit card, web traffic, foot traffic, shipping, app data, etc.), pricing, target customer, and whether they actually provide the data vs. merely aggregate/discover it.

Institutional investment research platforms and alternative data marketplaces integrate satellite and geospatial imagery to track physical-world metrics like retail parking lot traffic , crop health, oil storage levels, and maritime logistics.

The primary platforms and specialized providers offering or aggregating this data include:

• AlphaSense : An AI-driven market and investment research platform that blends traditional financial documents, expert transcripts, and alternative signals, explicitly incorporating satellite imagery and geolocation analytics into its research workflows.
• Nasdaq Quandl : A major financial data platform and marketplace that serves institutional investors by offering direct feeds of alternative economic metrics, including processed sentiment and satellite data.
• Exabel : An analytics platform designed to bridge the gap between raw alternative data sets—including satellite imagery and transactional feeds—and actionable investment signals for portfolio managers.
• Kayrros : A specialized alternative data platform heavily utilized in energy and commodity markets, using satellite technology and AI to track global crude oil inventories, carbon emissions, and environmental changes.
• SkyFi : An on-demand satellite imagery and analytics platform that allows financial services and commodities analysts to task specific optical and SAR (synthetic aperture radar) satellites or query archives to monitor ports, logistics hubs, and supply chains.
• Ursa Space Systems : A geospatial analytics provider that aggregates radar (SAR) satellite imagery to track global economic indicators like underground mining, metal supply chains, and oil storage through cloud cover and darkness.
• Planet Labs : A foundational Earth-observation provider whose daily satellite data and high-revisit SkySat fleets are frequently licensed by financial institutions and secondary analytics platforms to fuel custom investment models.

If you're targeting a specific sector (like retail foot traffic, agriculture/crop yields , or energy/oil reserves ), I can recommend which of these platforms provides the most accurate data for that specific workflow.

Several specialized alternative data providers, geospatial analytics firms, and institutional research terminals aggregate or offer satellite imagery to track economic indicators (like retail parking lot counts , oil storage levels, and crop yields).

The primary platforms providing these capabilities include:

• Orbital Insight - A premier geospatial analytics platform that ingests petabytes of satellite, drone, and aerial imagery. It uses computer vision and machine learning to turn raw images into macro and micro economic indicators, such as tracking cars in retail parking lots to forecast revenue or monitoring global crude oil storage. Parts of its data feeds have also integrated directly into platforms like the Bloomberg Terminal via {ORBT <GO>}.
• Ursa Space Systems - Specializes in synthetic aperture radar (SAR) satellite imagery, which allows investors to monitor global economic activity (such as oil storage levels, port congestion, and mining operations) through heavy cloud cover and completely in the dark.
• SpaceKnow - Focuses heavily on manufacturing and industrial intelligence, processing satellite data to construct indices (like China Satellite Manufacturing Index) that measure industrial production and economic health well before official data releases.
• Kayrros - A specialized asset and environmental intelligence platform that heavily utilizes satellite imagery and telemetry data to monitor energy markets, including global oil inventories, carbon emissions, and environmental changes.
• AlphaSense - While widely known as an AI-powered market intelligence and document search platform, it incorporates multi-signal research inputs—including alternative data like satellite imagery and geolocation metrics—alongside expert transcripts and filings.
• Bloomberg Terminal - Through its Alternative Data Analytics platform via {ALTD <GO>} , Bloomberg acts as a major connector, embedding external alternative data partners (such as foot traffic from Placer.ai and web metrics from Similarweb) alongside historical aerial/parking datasets from providers like Orbital Insight.

If you have a specific sector in mind (such as energy, retail, or agriculture), I can help you identify which of these platforms provides the most accurate and cost-effective coverage for that industry.

Yes. If by “investment research platforms” you mean tools where an investor can search/analyze alternative datasets—not just traditional equity research—the landscape breaks into a few tiers.

Strongest options for satellite / geospatial data

Eagle Alpha is probably the closest match to what you're describing as a research platform: it aggregates and profiles thousands of alternative datasets, and specifically categorizes satellite & weather and geospatial data. Its current platform says it has 2,500+ profiled datasets, with search, security/company mapping, trials and API access.

Its satellite coverage isn't theoretical: Eagle Alpha specifically discusses investor use cases involving RS Metrics and Orbital Insight, including satellite feeds for retail parking-lot activity and commodity monitoring.

The big distinction

There are really three different types of platform:

1. “Bloomberg-for-alternative-data” marketplaces

• Eagle Alpha — probably the best fit if you want to discover, compare and trial alternative datasets.
• S&P Global Marketplace — searches traditional and alternative datasets from S&P and third parties, with delivery through Cloud, feeds, APIs and Capital IQ Pro.
• FactSet Alternative Data — integrates 60+ alternative datasets into the FactSet environment.

2. Specialist alternative-data providers

These don't necessarily give you a Bloomberg-like research terminal; instead, they provide the underlying signal/data:

• Orbital Insight — satellite/geospatial analytics
• RS Metrics — satellite imagery and derived metrics
• BlackSky — high-frequency geospatial intelligence
• ICEYE — SAR satellite imagery

These are particularly interesting if your thesis is something like “I want to count cars at Walmart, monitor oil storage, detect construction, estimate crop yields, track mines, or monitor ports.” Satellite data is increasingly used for exactly those kinds of applications.

3. Alternative-data research platforms

These provide investment-ready analysis from nontraditional data rather than necessarily giving you raw imagery:

• YipitData — transaction/web/consumer/company-level data, with coverage of 1,000+ public companies.
• Thinknum — web-derived datasets, dashboards and alerts for investors.
• Eagle Alpha — sits more upstream and lets you discover vendors across many categories.

If your goal is specifically “give me an investment research terminal with satellite imagery alongside financial data”

I'd shortlist:

1. S&P Global / Capital IQ Pro + Marketplace — best if you want conventional fundamental research + alternative datasets in one institutional ecosystem.

2. Eagle Alpha — best if alternative data itself is the priority and you want to discover satellite, geospatial, consumer, web, supply-chain, etc. datasets.

3. FactSet — best if you're already a FactSet user and want alternative data incorporated into an established investment workflow.

4. Orbital Insight / RS Metrics / BlackSky / ICEYE — best if satellite/geospatial is the actual edge you're looking for rather than merely one dataset category.

One important caveat: “satellite imagery” often doesn't mean you're literally looking at satellite photographs. For investment research, vendors frequently turn imagery into structured signals—parking-lot counts, vessel counts, oil-tank volumes, crop conditions, construction activity, mine activity, etc. Those derived datasets are generally much easier to backtest against securities than raw imagery.

If you're evaluating these for a hedge fund/public-equity research workflow, I can also give you a ranked list of ~15 platforms by price, breadth of alternative data, satellite coverage, API access, and whether an individual investor can actually access them.

Yes. If by “investment research platforms” you mean tools that combine traditional equity/financial research with alternative datasets, satellite/geospatial data is available—but there’s an important distinction between platforms that aggregate research and specialist providers that actually analyze satellite imagery.

Strongest options

Bloomberg explicitly markets datasets for investment research and has alternative-data products such as transaction data; FactSet says its alternative-data offering contains 60+ datasets and includes geographic revenue exposure, supply chains and other unconventional data.

For actual satellite imagery, I'd look more closely at Orbital Insight, Kayrros, and Ursa Space. These are closer to “tell me what is happening on the ground from space” than conventional research terminals. For example, Orbital Insight's competitive set includes Ursa Space and other satellite/geospatial providers.

What satellite data can actually tell an investor

This gets particularly interesting for companies where physical activity is difficult to observe from filings:

• 🏭 Manufacturing: factory activity, construction progress
• 🛢️ Oil & gas: tank inventories, refinery activity, flaring
• 🚢 Shipping: port congestion, vessel movements, stockpiles
• 🌾 Agriculture: crop acreage/health and yield indicators
• 🏗️ Real estate: construction and development
• ⛏️ Mining: mine activity and expansion
• 🛒 Retail: parking-lot traffic / store activity
• ⚡ Energy: power plants, solar installations, infrastructure
• 🌎 Climate/physical risk: flooding, drought, wildfire and other environmental exposures

That distinction matters because raw satellite imagery isn't necessarily the useful product. The investment-grade products generally turn imagery into a time series or signal—e.g. “estimated oil storage at facility X is up 7% month-over-month.”

If your goal is specifically “research + alternative data”

I'd rank the approaches roughly:

1. Bloomberg / FactSet → best if you want a conventional investment-research environment with alternative data integrated into it.
2. Eagle Alpha → best if you want to discover and evaluate lots of niche alternative datasets; it currently says its marketplace covers 2,500+ products. www.eaglealpha.com
3. Kayrros / Orbital Insight / Ursa Space → best if satellite/geospatial intelligence itself is the edge.

If you tell me whether you're looking for (a) a retail-investor platform, (b) a professional/hedge-fund platform, or (c) APIs/data you can feed into your own models, I can narrow this to the 5–10 most relevant platforms, including approximate pricing and which ones actually let you access satellite-derived signals.

Institutional investment research platforms and market terminals increasingly integrate geospatial signals and satellite imagery to "nowcast" economic metrics like retail foot traffic, crop yields, and global oil stockpiles.

The primary investment research and alternative data platforms offering these capabilities include:

• Bloomberg Terminal via ALTD <GO> : Bloomberg’s alternative data platform integrates curated, premium third-party alternative datasets—including geospatial, digital performance, and traffic insights—directly into the terminal’s traditional financial analytics and charting workflows.
• AlphaSense : An AI-driven market and investment research platform that blends traditional fundamental research with non-traditional alternative data streams, including satellite imagery and geolocation metrics.
• Orbital Insight : A dedicated geospatial analytics platform that transforms raw satellite imagery, mobile location data, and vessel tracking into macro and micro-economic indicators (such as retail footfall, car counts in parking lots, and oil inventory estimates).
• RS Metrics : Specializes in extracting operational metrics from physical spaces, offering products like Xponent for retail foot traffic and ESGSignals for monitoring industrial infrastructure and environmental changes via satellite data.
• Ursa Space Systems : Focuses heavily on Synthetic Aperture Radar (SAR) and optical satellite imagery to track global commodity stockpiles, heavy industry, and energy storage levels regardless of weather or lighting conditions.
• SpaceKnow : Provides localized indexes of manufacturing and industrial activity, notably tracking economic output and factory utilization across regions like China by analyzing continuous satellite feeds.
• Eagle Alpha / Neudata : Rather than hosting the imagery directly, these are specialized alternative data aggregators and marketplaces that scout, vet, and connect institutional investors with niche satellite imagery and geospatial vendors.

Are you looking to integrate satellite data for a specific sector (like retail, agriculture, or energy/commodities), or do you need a platform with API access versus a ready-to-use desktop interface?