Within Enigma
How Enigma Uses AI to Rate UFO Reports
Enigma rates each report with an AI-generated score from 1 to 100 for reliability and anomalousness.
On this page
- Proprietary scoring algorithm
- Factors influencing score
- Limitations and transparency concerns
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Introduction
In the context of modern UFO and UAP (Unidentified Aerial Phenomena) reporting, Enigma Labs has introduced an AI‑based scoring system to evaluate the growing volume of user submissions. This algorithmic score, assigned to each sighting on a scale from 1 to 100, aims to balance confidence in the event’s credibility with indicators of anomalous behaviour. As Enigma’s dataset has grown into the tens of thousands of global reports, the company’s scoring mechanism has become a central tool for triaging reports that may warrant deeper analysis from human moderators and researchers. [Enigma Labs | Report a UFO sighting]enigmalabs.ioEnigma Labs | Report a UFO sighting25K Sightings & Counting | Enigma LabsOctober 31, 2024…
Proprietary Scoring Algorithm
Enigma’s scoring model is proprietary and multivariate, meaning it integrates multiple features derived from each sighting into a single numerical value designed to reflect both how reliable the report is and how unusual the described phenomenon appears. According to the platform’s own public analysis, every sighting submitted to Enigma is automatically scored from 1 to 100 by this algorithm, with higher scores indicating both higher certainty in the event’s details and greater anomalousness of the object or behaviour. There is no human input into the raw score itself; it is generated entirely by the algorithm. [Enigma Labs | Report a UFO sighting]enigmalabs.ioEnigma Labs | Report a UFO sighting25K Sightings & Counting | Enigma LabsOctober 31, 2024
In practice, this score serves as a triage tool: as the volume of submissions scales, Enigma’s team uses the distribution of scores to prioritise which cases might be worth further human review or featured in analyses. For instance, in a dataset of 25 000+ reports, the subset of sightings that lacked observable propulsion and exhibited “erratic movement” had a mean score of about 61, compared with an overall average near 45. [Enigma Labs | Report a UFO sighting]enigmalabs.ioEnigma Labs | Report a UFO sighting25K Sightings & Counting | Enigma LabsOctober 31, 2024
How the Algorithm Is Positioned
According to Enigma’s published notes, the model is considered “a work in progress” and is regularly refined. The company emphasises that it continues to integrate additional factors as they learn more about what kinds of reports are genuinely interesting or unusual. This iterative approach reflects both the experimental nature of the scoring system and the broader challenge in the UAP domain of separating mundane phenomena from truly unexplained events. [Enigma Labs | Report a UFO sighting]enigmalabs.ioEnigma Labs | Report a UFO sighting25K Sightings & Counting | Enigma LabsOctober 31, 2024
Factors Influencing the Score
While Enigma does not publicly disclose the full workings of its proprietary model, it has outlined several observable inputs and correlates that influence scoring outcomes:
- Absence of identifiable propulsion — Sightings where witnesses report no visible wings, rotors, exhaust, or other propulsion systems tend to be ranked higher on anomalousness. [Enigma Labs | Report a UFO sighting]enigmalabs.ioEnigma Labs | Report a UFO sighting25K Sightings & Counting | Enigma LabsOctober 31, 2024
- Erratic or unusual flight patterns — Reports of abrupt changes in direction, instantaneous acceleration, or movements that defy conventional aircraft behaviour are associated with higher scores. [Enigma Labs | Report a UFO sighting]enigmalabs.ioEnigma Labs | Report a UFO sighting25K Sightings & Counting | Enigma LabsOctober 31, 2024
- Witness detail and media quality — Although not spelled out in full, Enigma’s earlier conceptual descriptions suggest that the depth of eyewitness description, presence of media (photos or video), and additional metadata such as geolocation and time may contribute to the algorithm’s assessment. [Enigma Labs | Report a UFO sighting]enigmalabs.ioEnigma Labs | Report a UFO sighting25K Sightings & Counting | Enigma LabsOctober 31, 2024
- Confidence and consistency across report fields — The model blends indicators of certainty around the event (such as clarity, supporting metadata, and consistency in self‑reported details) with anomalous motion or behaviour scores into a composite score. [Enigma Labs | Report a UFO sighting]enigmalabs.ioEnigma Labs | Report a UFO sighting25K Sightings & Counting | Enigma LabsOctober 31, 2024
Enigma’s early documentation also indicated that its broader analytics engine layers user submissions with background data on known confounding variables — planes, satellites, weather phenomena, and more — which in future releases are intended to better contextualise the score by adjusting for known objects and behaviours. [Enigma Labs | Report a UFO sighting]enigmalabs.ioEnigma Labs | Report a UFO sighting25K Sightings & Counting | Enigma LabsOctober 31, 2024
Limitations and Transparency Concerns
Because the scoring algorithm is proprietary and opaque, it has attracted both user curiosity and scepticism. The company openly acknowledges that scoring continues to evolve and that the methodology is refined as new data arrives. However, the lack of public specification about how individual factors are weighted means external analysts cannot independently validate how accurately the score reflects “anomalousness” or reliability. [Enigma Labs | Report a UFO sighting]enigmalabs.ioEnigma Labs | Report a UFO sighting25K Sightings & Counting | Enigma LabsOctober 31, 2024
Some users and reviewers have noted this lack of transparency as a point of concern, particularly when trying to interpret why certain reports receive relatively high scores compared with others that, to a lay observer, might seem more substantial. One review specifically mentioned frustration with the app’s rating system and its unexplained scoring, suggesting that “many obvious low‑quality posts seem to be highly rated.” [JustUseApp]justuseapp.comJustUseAppEnigma Reviews (2026) | Check if app is safe or legitJanuary 27, 2026…
Moreover, the score is not a substitute for independent verification. Enigma’s own analyses make clear that self‑reported data forms the basis of the scoring process, and the platform does not independently verify submitted sightings before assigning scores. This means that the algorithm functions primarily as a computational filter rather than as an objective measure of scientific validity. [Enigma Labs | Report a UFO sighting]enigmalabs.ioEnigma Labs | Report a UFO sighting25K Sightings & Counting | Enigma LabsOctober 31, 2024
Balancing Utility and Credibility
Despite these limitations, the AI scoring mechanism plays a crucial role within Enigma’s reporting ecosystem. As the volume of submissions continues to grow — exceeding tens of thousands of reports globally — the scoring system provides a scalable way to highlight potentially interesting cases without relying on purely manual moderation. In doing so, it reflects broader trends in UFO/UAP catalogues where data science tools are increasingly used to manage noise, prioritise signals, and structure vast crowdsourced datasets. [Enigma Labs | Report a UFO sighting]enigmalabs.ioEnigma Labs | Report a UFO sighting25K Sightings & Counting | Enigma LabsOctober 31, 2024
However, for researchers and serious students of UAP phenomena, the score should be interpreted as an internal analytic signal, not definitive evidence of an event’s nature. Its value lies largely in triaging and pattern recognition within a large dataset rather than passing judgment on which sightings are genuinely unexplained by established science. [Enigma Labs | Report a UFO sighting]enigmalabs.ioEnigma Labs | Report a UFO sighting25K Sightings & Counting | Enigma LabsOctober 31, 2024
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Further Reading
Books and field guides related to How Enigma Uses AI to Rate UFO Reports. Use these as the next step if you want deeper reading beyond the article.
The UFO Experience
Hynek’s case classification and evidential approach connect directly to rating, triage, and reliability of UFO reports.
The Report on Unidentified Flying Objects
Explains early official attempts to collect, assess, and classify UFO reports, a useful analogue to modern database scoring.
UFOs
Covers official and witness-based UFO evidence, making it a strong parent-topic fit for report credibility and scoring discussions.
How to Think About Weird Things: Critical Thinking for a New Age
Helps readers understand evidence quality, bias, and extraordinary claims, all central to AI-rated UFO report credibility.
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Endnotes
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Source: enigmalabs.io
Title: Enigma Labs | Report a UFO sighting25K Sightings & Counting | Enigma Labs
Link: https://www.enigmalabs.io/blog/25k-sightingsSource snippet
October 31, 2024...
Published: October 31, 2024
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Source: enigmalabs.io
Title: Enigma Labs | Report a UFO sighting Celebrating 50,000+ Sightings | Enigma Labs
Link: https://enigmalabs.io/collection/d5adf125-7bd3-436a-9014-c99290398363Source snippet
Celebrating 50,000+ Sightings | Enigma LabsEnigma Collection Celebrating 50,000+ Sightings Image: Copy to clipboard Analyzing sighting tr...
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Source: enigmalabs.io
Title: Enigma Labs | Report a UFO sighting Announcing Enigma Labs | Enigma Labs
Link: https://enigmalabs.io/blog/announcing-enigma-labsSource snippet
Enigma Labs | Report a UFO sightingAnnouncing Enigma Labs | Enigma LabsJune 17, 2022...
Published: June 17, 2022
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Source: enigmalabs.io
Link: https://enigmalabs.io/blog/finding-signal-in-a-noisy-worldSource snippet
Enigma Labs | Report a UFO sightingFinding Signal in a Noisy World | Enigma LabsJuly 19, 2023...
Published: July 19, 2023
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Source: justuseapp.com
Link: https://justuseapp.com/en/app/1548371173/enigma-ufo-sightings/reviewsSource snippet
JustUseAppEnigma Reviews (2026) | Check if app is safe or legitJanuary 27, 2026...
Published: January 27, 2026
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Source: enigmalabs.io
Link: https://enigmalabs.io/blog/12000-uap-sightings-and-countingSource snippet
December 14, 2023...
Published: December 14, 2023
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Source: youtube.com
Link: http://www.youtube.com/watch?v=X32NPzP6FvsSource snippet
Enigma Labs AI scoring UFO Enigma UFO app identifies aircraft, satellites, and celestial objects all at once and its free OpenMindsTV...
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Source: toolmage.com
Title: It provides a platform for users to report, track, and analyze sightin
Link: https://www.toolmage.com/en/tool/enigma-labs/Source snippet
Enigma Labs | The #1 UAP/UFO Sighting & Analysis Platform - ToolMageAugust 3, 2025 — ENIGMA LABS Visit Website Enigma Labs is the world's...
Published: August 3, 2025
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Source: enigmalabs.io
Link: https://www.enigmalabs.io/blog/product-launch-enigma-alerts-enable-real-time-sighting-notificationsSource snippet
December 9, 2024 — Image NEVER MISS A UFO SIGHTING–ENIGMA ALERTS ENABLE REAL-TIME SIGHTING NOTIFICATIONS Dec 9, 2024 [Button: Share Artic...
Published: December 9, 2024
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Source: enigmalabs.io
Title: the benefits of crowdsourcing ufo data
Link: https://www.enigmalabs.io/blog/the-benefits-of-crowdsourcing-ufo-dataSource snippet
Enigma LabsAugust 2, 2023 — THE BENEFITS OF CROWDSOURCING UFO DATA Aug 2, 2023 [Button: Share Article] The Benefits of Crowdsourcing UFO...
Published: August 2, 2023
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Source: enigmalabs.io
Link: https://enigmalabs.io/aboutSource snippet
Only through thoughtful, open-minded study of unidentified phenomena can we get answers. We are focused...
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Source: enigmalabs.io
Link: https://www.enigmalabs.io/faqSource snippet
+ What does “UAP" stand for? + Why did the terminology change from UFO to UAP? + Why is the United States Congress interested in UAP? +...
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Source: submit.enigmalabs.io
Link: https://submit.enigmalabs.io/Source snippet
By reporting your sighting, you’re helping thousands of scientists, researchers, and witnesses like you crowds...
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Source: moge.ai
Link: https://moge.ai/en/product/enigma-labs/Source snippet
MOGEENIGMA LABS A comprehensive platform for reporting, analyzing, and understanding Unidentified Anomalous Phenomena (UAP) sightings wor...
Additional References
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Source: appsupports.co
Link: https://appsupports.co/1548371173/enigma-ufo-sightings-alerts/negative-reviewsSource snippet
Enigma: What’s that in the Sky Negative Reviews & CommentsENIGMA: WHAT’S THAT IN THE SKY NEGATIVE REVIEWS Image: Enigma: What’s that in t...
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Source: newyorker.com
Title: The Truth Is Out There, on an App | The New Yorker
Link: https://www.newyorker.com/magazine/2024/01/29/the-truth-is-out-there-on-an-appSource snippet
sightings. The founder of Enigma Labs explains how they’re already sorting and rating them according to plau...
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Source: projectprofound.org
Title: WHAT IS THE CREDIBILITY SCO
Link: https://projectprofound.org/uap/methodology/credibilitySource snippet
Credibility Score Methodology | UFO/UAP Research | Project ProfoundCredibility Scoring CREDIBILITY SCORE METHODOLOGY Understanding the "C...
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Source: youtube.com
Link: http://www.youtube.com/watch?v=Tz7_ioGanmwSource snippet
The Benefits of the Enigma App | Talking Strange...
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Source: vice.com
Title: Saw a UFO?
Link: https://www.vice.com/en/article/saw-a-ufo-you-can-report-it-on-this-app/Source snippet
You Can Report It on This AppJanuary 31, 2023 — SAW A UFO? YOU CAN REPORT IT ON THIS APP By Matthew Gault January 31, 2023, 11:00am Share...
Published: January 31, 2023
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Source: youtube.com
Title: The Benefits of the Enigma App | Talking Strange
Link: http://www.youtube.com/watch?v=PHQv0SPwg24Source snippet
UAP Data Analysis On 80,000 Sightings! | Don Tadaya...
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Source: youtube.com
Link: http://www.youtube.com/watch?v=K2sd6OD2vncSource snippet
Top 10 Enigma UFO Sightings of 2024 - Part 1...
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Source: youtube.com
Title: UAP Data Analysis On 80,000 Sightings! | Don Tadaya
Link: http://www.youtube.com/watch?v=VmVf2Axe6asSource snippet
Top 3 Enigma UFO Sightings of 2024...
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