What is Raven, and is it the same as GeoSpy?

The short answer

What it is: Raven turns a photo, screenshot or video frame into ranked candidate locations, from a region down to a street or a property Graylark, Raven page (checked 13 Oct 2026). Graylark calls the results "investigative leads, not automatic verdicts" Heinen, Graylark (29 Aug 2026).

What is new: On 12 October 2026, 404 Media reported that Raven can match an interior photo to a specific home. Its demo results quoted Airbnb and Vrbo listings 404 Media (12 Oct 2026). Graylark labels this feature "Beta" and runs it one city at a time Graylark, Find Property (checked 13 Oct 2026).

Who uses it: 404 Media reported that the LAPD and the Miami-Dade Sheriff's Office bought access, based on emails from public-records requests 404 Media (12 Feb 2026). We found no other named US agency. No contract amounts have been published in anything we could read.

What it means for you: Stripping location data from a photo does not stop this kind of tool. It reads what is in the picture: the view, the building, the room Heinen, Graylark (31 Aug 2026).

Yes, it is the same product line. Graylark says GeoSpy "became Raven" and is built by "the same Graylark team" Graylark, GeoSpy page (checked 13 Oct 2026). GeoSpy.ai now forwards to that page. Existing users sign in through Raven Graylark, GeoSpy page (checked 13 Oct 2026).

GeoSpy started as a public demo. Graylark says it reached "one million cumulative users in its first three months" (vendor figure) Heinen, Graylark (29 Aug 2026). Raven adds more than location. The launch release lists street targeting, vehicle identification and scene analysis Graylark via PR Newswire (11 May 2026). Graylark's founder and CEO is Daniel Heinen Graylark (29 Aug 2026).

How did it get here?

What can Raven do? (at a glance)

Raven at a glance. Capability descriptions are Graylark's own claims, not independent tests.

ItemWhat Graylark saysStatus / note
Find Regionfree manual tools: Geolocation ToolsNarrows an image to a region "with no metadata required" Graylark, Raven page (checked 13 Oct 2026)Vendor claim
Find StreetStreet-, property- or meter-level candidates inside a chosen area Graylark, GeoSpy page (checked 13 Oct 2026)Vendor claim
Find PropertyMatches an interior or exterior photo to candidate addresses in one supported city Graylark, Find Property (checked 13 Oct 2026)Beta; city list only inside the app
Short-Term Rental IDMatches a room photo or video frame against "millions of short-term rental listings worldwide" Graylark, Short-Term Rental ID (checked 13 Oct 2026)Labelled Experimental; listing sites not named
Live IntelligencePublic accounts, images and places linked to an email address or phone number Graylark, Raven page (checked 13 Oct 2026)Graylark says public data only: "no private access, no messages, no device tracking"
Identify CarMake, model and year from partial or obstructed views Graylark, Raven page (checked 13 Oct 2026)Vendor claim
Verify Imagefree check: AI Image DetectorSignals that an image may be AI-generated or manipulated, "Signals, not a verdict" Graylark, Raven page (checked 13 Oct 2026)Beta
Who can buy"qualified law enforcement agencies, enterprise users, and government entities" Raven FAQ (checked 13 Oct 2026)No public or free version
PriceNot published. Licences are per named user or organisation-wide Raven FAQ (checked 13 Oct 2026)Ask Graylark
AccuracyNo accuracy rate published. Scores rank candidates and "are not probabilities" Heinen, Graylark (31 Aug 2026)No independent test found
Uploaded photosQuick searches kept 7 days; case files kept until deleted, then 30 more days. Not used for training Graylark privacy policy (eff. 26 Apr 2026)Privacy policy v1.0

Graylark frames every output as a lead. Its FAQ says: "No analytical system can guarantee that every result will be correct" Raven FAQ (checked 13 Oct 2026). Its law-enforcement page says confirming a result "is the investigator's call" Graylark, law enforcement page (checked 13 Oct 2026).

Can police find your house from a photo of a room?

In some cities, Graylark says it can try. Find Property compares a photo with "the property imagery currently available" for one chosen city Graylark, Find Property (checked 13 Oct 2026). Inside a home, it looks at room layout, finishes, fixtures and furniture. Outside, it uses rooflines, windows, entrances, materials and landscaping Graylark, Find Property (checked 13 Oct 2026).

What 404 Media saw. Joseph Cox described Graylark demo videos on 12 October 2026 404 Media (12 Oct 2026):

  • A photo of a washer/dryer taken from X led to Charlotte, North Carolina. The top result quoted an Airbnb listing for the same property.
  • A bathroom photo from social media led to Montecito, California. The top result quoted a Vrbo listing.
  • A third video traced a room to a San Francisco address. Its other interior photos were the same as photos on Zillow.

Heinen wrote on LinkedIn that Graylark was adding "the ability to geolocate interior images across millions of short-term rental units worldwide" 404 Media (12 Oct 2026). He also wrote: "In 2026, we're investing heavily in interior geolocation across U.S. hotels, short-term rentals, houses, and apartments" 404 Media (12 Oct 2026).

The listing sites object. Airbnb told 404 Media it has no relationship with Graylark, that its terms prohibit scraping, and that it was reviewing the case. Zillow said scraping is against its terms of use. Vrbo did not respond 404 Media (12 Oct 2026).

Limits. The feature needs a city first, and coverage varies by city Graylark, Find Property (checked 13 Oct 2026). Scores "are not probabilities or determinations that an address is correct" Graylark, Find Property (checked 13 Oct 2026). 404 Media wrote: "It is unclear if the examples shown in the marketing videos are truly representative of Raven's speed or capabilities" 404 Media (12 Oct 2026).

Which police departments use Raven or GeoSpy?

US agencies with a sourced link to GeoSpy or Raven, as of 13 October 2026.

AgencyWhat is documentedDates; amount
Los Angeles Police Department (CA)Robbery-Homicide official asks Graylark for "one seat/license" 404 Media (13 Aug 2025). Later reported as having bought access, per emails from public-records requests 404 Media (12 Feb 2026).Email Oct 2024; reported 13 Aug 2025 and 12 Feb 2026. Amount not published
Miami-Dade Sheriff's Office (FL)Cyber Crimes Bureau "piloting" GeoSpy 404 Media (12 Feb 2026). Bought access. Emails showed a custom model trained for Miami-Dade County 404 Media (12 Oct 2026).Reported 12 Feb 2026 and 12 Oct 2026. Amount not published
Unnamed "major city police departments"Graylark says they "already use Raven" (vendor claim, no names) Graylark via PR Newswire (11 May 2026)11 May 2026

Public adoption records are thin. On 13 October 2026 we searched news, council agendas, purchase-order portals and MuckRock. We found no other named US agency, and no published contract amount. 404 Media's February 2026 report is behind a paywall after its opening, so it may hold more detail.

Follow-up coverage repeats the same two agencies 404 Media newsletter (12 Oct 2026) TechSpot (12 Oct 2026) Cybernews (13 Oct 2026). If your city uses Raven, a public-records request is the reliable way to find out. Our surveillance-tech records request guide shows how.

What do police and Graylark say Raven is for?

Police statements on record are few and cautious.

  • A Miami-Dade Sheriff's Office email: "The Cyber Crimes Bureau is piloting a new analytical tool called GeoSpy. Early testing shows promise for developing investigative leads by identifying geospatial and temporal patterns" 404 Media (12 Feb 2026).
  • MDSO spokesperson Joseph R. Peguero Rivera told 404 Media, as quoted on 12 October 2026: "To date, use of GeoSpy has been limited and largely exploratory. While it has been reviewed in a small number of cases, it has not resulted in any significant investigative breakthroughs or arrests. No case outcomes were driven solely or primarily by information generated by the tool" 404 Media (12 Oct 2026).

Graylark's pitch centres on trafficking and exploitation. Heinen wrote: "For investigators working trafficking and exploitation cases, that connection can turn an unidentified room into a location lead they can verify and pursue" 404 Media (12 Oct 2026). Graylark's rental-matching page names "human trafficking and exploitation cases" as its use Graylark, Short-Term Rental ID (checked 13 Oct 2026). Other examples on its site are stolen cars and checking whether an image is genuine Graylark, Raven page (checked 13 Oct 2026).

We found no police statement crediting Raven or GeoSpy with solving a specific case.

What do critics and privacy researchers say?

The stalking problem came first. In January 2025, 404 Media wrote that "GeoSpy could radically change what information can be learned from photos posted online, and by whom" 404 Media (20 Jan 2025). It said officers with little training, private threat-intelligence firms and stalkers could use it 404 Media (20 Jan 2025). In a Discord exchange about finding a woman's house, Heinen wrote: "Bro. Wtf. Not in my server." ZME Science (21 Jan 2025). ZME Science's Mihai Andrei asked "what's stopping the police (or any organization, for that matter) from building a database on people not involved in any criminal activity?" ZME Science (21 Jan 2025). Access was then restricted to government and enterprise users 404 Media (12 Oct 2026).

Civil-liberties groups. We found no EFF or ACLU statement about Raven or GeoSpy by name as of 13 October 2026. Both have written about AI image analysis in policing generally:

  • ACLU (Jay Stanley): "Limits and guardrails are vital to protect our privacy and liberty — as well as our sanity — against omnipresent AI surveillance" ACLU, Jay Stanley (21 Mar 2025).
  • EFF (Beryl Lipton): "AI software is being used to make black box inferences and connections between them" EFF, Beryl Lipton (5 Nov 2024).

Researchers. A 2025 study tested 25 vision-language models (AI models that read images). GPT-4.1 placed 61% of social-media-style photos within 1 km Grainge et al., arXiv (27 Aug 2025). The authors called this "notably high accuracy (61%) on images resembling social media content, raising significant and urgent privacy concerns" Grainge et al., arXiv (27 Aug 2025). That study did not test Raven.

No court has ruled on it that we could find. We found no published US decision on AI photo geolocation as of 13 October 2026. This section describes the open questions. It is not legal advice.

Where the photos come from matters. In the demos, the photos came from social media. 404 Media notes that in practice they "could be from anywhere a law enforcement officer has obtained them" 404 Media (12 Oct 2026). Nothing we read describes a warrant step inside Raven.

The nearest Supreme Court ruling is about a different thing. In Chatrie v. United States (June 2026), the Court held 6–3 that "the police conducted a search when they gained access to [Google's] Location History data" National Constitution Center (1 Jul 2026). That case concerned location records held by a company. Raven instead analyses the image itself. Whether that is a search has not been decided.

Evidence and scraping. Graylark says how outputs may be used "depends on" the surrounding evidence, agency procedures and applicable law Raven FAQ (checked 13 Oct 2026). MDSO said no case outcome rested mainly on the tool 404 Media (12 Oct 2026). Gadget Review flags two open questions Gadget Review (12 Oct 2026). Does scraping listing sites break their terms when police are the user? And what legal process does an interior-image search need?

What in a photo gives away where it was taken?

Graylark's own list of location clues is a useful checklist Heinen, Graylark (31 Aug 2026):

  • Roads: lane widths, line colours, junction shapes.
  • Buildings: roof forms, cladding, window proportions.
  • Land and plants: hills or flat land, tree lines, "what grows over a fence".
  • Climate and light: snow cover, light quality, season.
  • Utilities: pole types, transformers, overhead lines.
  • Vehicles and plates: local models, plate formats and colours.
  • Signs: scripts, road-sign styles, shop text.
  • Street furniture: hydrants, bins, benches, bollards, bus stops.

Inside a home, Graylark says layout, finishes, fixtures and furniture are enough to compare against property photos Graylark, Find Property (checked 13 Oct 2026). In 404 Media's demos, a washer/dryer and a tiled bathroom corner were enough 404 Media (12 Oct 2026) Cybernews (13 Oct 2026). Even wall sockets narrow things down, because plug and socket standards differ around the world Wikipedia (checked 13 Oct 2026).

What makes a photo hard, by Graylark's account: no landmarks, generic surroundings, low resolution, night lighting, and "indoor scenes with no sightline to the outside" Heinen, Graylark (31 Aug 2026). The interior feature is aimed at that last gap.

Does removing EXIF or location data protect you?

It helps, but only against the easy method. EXIF (hidden data saved inside a photo file) can hold exact GPS coordinates. Apple says those coordinates "are embedded into each photo and video" when the Camera app has location access. People you share with "may be able to access the location metadata" Apple Support (Sep 2026).

Removing it does nothing about what the picture shows. Google Photos Help puts it plainly: "Even if you hide your photos' locations from people, they can guess the location based on landmarks in your photo" Google Photos Help (checked 13 Oct 2026). Raven is built for exactly that case. Graylark notes that social-media platforms already strip metadata, and screenshots carry none Heinen, Graylark (31 Aug 2026).

Check any photo yourself: our free EXIF viewer shows the hidden fields and the GPS point, in your browser, and saves a cleaned copy.

How can you make your photos harder to geolocate?

These steps reduce what a stalker, or any AI tool, can read from your posts. None makes a photo impossible to place.

  1. Share without location. On iPhone, tap Share, then Options, and turn off Location; "Location Not Included" then shows Apple Support (Sep 2026). In Google Photos, open the photo, tap More, then Edit, then Remove location Google Photos Help (checked 13 Oct 2026).
  2. Check before you post. Drop the file into our EXIF viewer and confirm no GPS point remains.
  3. Crop out the window. A view of the street, skyline or garden gives the most clues. Graylark lists "indoor scenes with no sightline to the outside" among the hardest images Heinen, Graylark (31 Aug 2026).
  4. Mind the outside of your home. Rooflines, entrances, materials and landscaping are what exterior matching uses Graylark, Find Property (checked 13 Oct 2026).
  5. Know that rooms can be matched to listings. If your home was ever listed for sale or rent, its photos may be online. Airbnb says hosts can show only an approximate location 404 Media (12 Oct 2026).
  6. Post later and to fewer people. A narrower audience limits who can try. Time delays reduce real-time risk.
  7. Test your own photos. Try a reverse image search and read our geolocation guide to see what an investigator would look for.

Sources

Every source was read on or before the date shown. Graylark pages are vendor material. This page is general information, not legal advice.

  1. Graylark Technologies — Raven product page (read 13 Oct 2026)
  2. Graylark Technologies — "GeoSpy Is Now Raven" (read 13 Oct 2026)
  3. Graylark Technologies — Raven FAQ (read 13 Oct 2026)
  4. Graylark Technologies — Raven capability: Find Property (read 13 Oct 2026)
  5. Graylark Technologies — Raven capability: Short-Term Rental ID (read 13 Oct 2026)
  6. Graylark Technologies — Raven for law enforcement (read 13 Oct 2026)
  7. Graylark Technologies — Privacy Policy, version 1.0, effective 26 April 2026
  8. Graylark Technologies — "Graylark Raises $10.7 Million to Build Raven" (29 Aug 2026)
  9. Daniel Heinen — "Why We Built GeoSpy and Why It Became Raven", Graylark (29 Aug 2026)
  10. Daniel Heinen — "What Is Image Geolocation? How Investigators Locate Photos Without Metadata", Graylark (31 Aug 2026)
  11. Graylark Technologies via PR Newswire — "Graylark Technologies Launches Raven, the Next Evolution of GeoSpy" (11 May 2026)
  12. Joseph Cox, 404 Media — "AI Company Lets Cops Pinpoint Specific Houses Based on a Single Interior Photo" (12 Oct 2026)
  13. Samantha Cole, 404 Media newsletter — "Cops can creep on Airbnb" (12 Oct 2026)
  14. Joseph Cox, 404 Media — "Cops Are Buying 'GeoSpy', an AI That Geolocates Photos in Seconds" (12 Feb 2026; partly paywalled)
  15. Joseph Cox, 404 Media — "LAPD Eyes 'GeoSpy', an AI Tool That Can Geolocate Photos in Seconds" (13 Aug 2025; partly paywalled)
  16. Joseph Cox, 404 Media — "The Powerful AI Tool That Cops (or Stalkers) Can Use to Geolocate Photos in Seconds" (20 Jan 2025; partly paywalled)
  17. Eglė Krištopaitytė, Cybernews — "AI geolocation tool Raven can locate interiors from a single image" (13 Oct 2026)
  18. Rob Thubron, TechSpot — "Police are using AI to locate homes from a single interior photo" (12 Oct 2026)
  19. Gadget Review — "Police Are Using AI to Identify Homes From a Single Interior Photo" (12 Oct 2026)
  20. Mihai Andrei, ZME Science — "This AI probably knows where your photos were taken. Should we be worried?" (21 Jan 2025)
  21. Jay Stanley, ACLU — "Machine Surveillance is Being Super-Charged by Large AI Models" (21 Mar 2025)
  22. Beryl Lipton, EFF — "AI in Criminal Justice Is the Trend Attorneys Need to Know About" (5 Nov 2024)
  23. Grainge, Waheed, Stilgoe, Milford, Ehsan — "Assessing the Geolocation Capabilities, Limitations and Societal Risks of Generative Vision-Language Models", arXiv:2508.19967 (27 Aug 2025)
  24. Scott Bomboy, National Constitution Center — "Justices say police access to geofence data falls under Fourth Amendment protection" (1 Jul 2026)
  25. Apple Personal Safety User Guide — "Manage location metadata in Photos" (Sep 2026)
  26. Google Photos Help — "Understand, find & edit your photos' locations" (read 13 Oct 2026)
  27. Wikipedia — "AC power plugs and sockets" (read 13 Oct 2026)

Frequently Asked Questions

Can I still use GeoSpy for free?

No. GeoSpy.ai now forwards to a Graylark page explaining that GeoSpy became Raven. Raven is sold only to qualified law-enforcement, government, public-safety, intelligence and enterprise organisations, and there is no public version. Existing GeoSpy users sign in through Raven. For free alternatives that you run yourself, see our geolocation guide.

How much does Raven cost?

Graylark does not publish a price. Its FAQ says Raven may be licensed for named users or for a whole organisation, and that trials may be available to qualified organisations after a discussion. No police contract amount had been published in anything we could read as of 13 October 2026.

Can private investigators or companies buy Raven?

Graylark sells to enterprise users as well as government. Its demo request form lists Private Investigation, Insurance or Fraud Investigation and Corporate Security among the company types. Graylark says it reviews each use case, user group and procurement path before access.

Does Graylark keep the photos that police upload?

According to its privacy policy, images from quick searches are kept for 7 days. Images attached to a project or case file are kept until the user deletes them, plus a further 30 days. Graylark says customer images are not used to train its models.

Is Raven just a reverse image search?

No. A reverse image search looks for copies of the same picture. 404 Media reports that Raven picks out distinctive features and finds other photos of the same place, even if they differ or were taken at a different time.

How accurate is Raven?

Graylark publishes no accuracy rate, and we found no independent test of Raven. Its scores only rank candidates and are not probabilities. In a 404 Media interview, Heinen said that on Zillow screenshots it got the right city nine out of 10 times; that is a vendor anecdote, not a measured result.

Can Raven find someone from an email address or phone number?

Graylark says its Live Intelligence feature returns public accounts, images and places linked to an email address or phone number. It says this uses public account information only, with no private access, no messages and no device tracking. These are vendor claims.

Do other AI tools geolocate photos too?

Yes. General-purpose AI models can also estimate location from image content. A 2025 study found GPT-4.1 placed 61 percent of social-media-style photos within 1 km. Our geolocation guide compares the options.

Next step

Check the next photo you plan to post. Open it in our free EXIF viewer; it runs in your browser and nothing is uploaded. Remove any GPS point, then look at the picture itself for windows, signs and other clues from the list above.

EXIF Viewer & Cleaner Geolocation OSINT Guide Geolocation Tools Reverse Image Search AI Image Detector Image Forensics Guide Flock Surveillance Guide Surveillance Tech Records Requests