{"id":25208,"date":"2020-04-21T15:00:40","date_gmt":"2020-04-21T15:00:40","guid":{"rendered":"https:\/\/one.sightlinemg.com\/c4isrnet\/uncategorized\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/"},"modified":"2026-08-08T18:19:09","modified_gmt":"2026-08-08T18:19:09","slug":"ai-could-transform-open-source-intelligence-in-the-developing-world","status":"publish","type":"post","link":"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/","title":{"rendered":"AI could transform open source intelligence in the developing world"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">In developed nations, there is a rich trove of data that the intelligence community can and does mine.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Valuable information can be pulled from media reports, public financial information and social media posts. Websites track user activity, and smartphones are constantly gobbling up information about their users, from geolocations to search histories and more. By using artificial intelligence tools, analysts are able to make sense of this torrent of publicly available data and turn it into usable open-source intelligence, known as OSINT.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">But not every part of the world produces that vast torrent of data.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cThat exists in a very small handful of places throughout the world where that doesn\u2019t exist\u2014basically every developing economy,\u201d said Ben Leo, chief executive of FRAYM, a geospatial data and analytics company. \u201c[In developing economies] you are not able to get a comprehensive and representative picture of what the population looks like through the same types of techniques that are being used in the U.S.\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The U.S. military and intelligence community are increasingly interested in leveraging OSINT for predictive analysis\u2014after all, properly collected and processed OSINT can help warn regional commanders of upcoming political protests, political violence, extremist attacks or other kinds of security related events could take place, said Leo. Notably, the Army awarded BAE Systems a $437 million task order for open source intelligence support in October.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Of course, in order to create usable and reliable OSINT, companies like FRAYM will need to create data rich analysis in data poor areas.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cWhat we do is we gobble up the very high quality, underutilized datasets that are out there. We bring in additional public datasets and we bring them all together using our AI\/ML algorithms to produce this hyper local data at scale,\u201d said Leo.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The company takes geotagged household data and feeds that into its machine learning algorithm, and from there it can then produce data down to a 1 km x 1 km grid level across dozens of characteristics, such as religion, ethnicity, language, age, education access, electricity, media consumption and more.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">FRAYM has provided its services to the U.S. government in the past, but company officials declined to name any agencies they were currently working with or would like to work with.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In the past, he explained, there were really only two ways to make predictions in data poor areas. First, analysts could monitor events through social media. While that can help commanders understand the situation on the ground, it has very limited predictive power.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cPreviously, you\u2019ve been stuck in two worlds,\u201d said Leo. \u201cYou\u2019ve either been stuck in a world where \u2018I\u2019m going to monitor social media and try to apply natural language processing or other tools that will aggregate and make sense of that data so that I can try to identify a tipping point.\u2019 When is the chatter getting to a certain point where it feels like something important is happening in a particular city? It\u2019s too late at that point. That might be helpful for basic situational awareness, but that is not nearly as helpful or powerful for a practitioner or combatant commander than getting way left of \u2018boom.\u2019\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cWhen is the chatter getting to a certain point where it feels like something important is happening in a particular city? It\u2019s too late at that point. That might be helpful for basic situational awareness, but that is not nearly as helpful or powerful for a practitioner or combatant commander than getting way left of \u2018boom,\u2019\u201d he explained.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The other method was to basically plot out how and where events have unfolded in the past and try to find correlations that can predict future events. That, too, is very limited.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">But with access to proprietary data the U.S. government does not have, Leo says his company has been able to create a unique source of OSINT for data starved areas.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cThis is the first time that this kind of very comprehensive and rich data has been brought to bear in developing markets. Basically, anywhere where there is not a data identity-centric ecosystem, FRAYM brings a tremendous set of powerful solutions to the marketplace,\u201d said Leo.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Open source intelligence requires different techniques in nations with limited smartphone use.<\/p>\n","protected":false},"author":7,"featured_media":32054,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_yoast_wpseo_meta-robots-noindex":"","_yoast_wpseo_meta-robots-nofollow":"","_yoast_wpseo_canonical":"","_acf":"","_yoast_wpseo_primary_category":6,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","_smg_distribution_targets":[]},"categories":[6,106,29,32],"tags":[],"coauthors":[3143],"class_list":["post-25208","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-daily-brief","category-home","category-newsletters"],"acf":{"subheadline":"","legacy_arc_id":"3KF4ALCZSNFFVDY5ZZPXHMRROM","arc_canonical_url":"\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/","remove_feature_photo":false,"is_sponsored":false,"subtype":"","redirect_url":"","disable_inline_ads":false,"native_logo_pretext":"Presented By:"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.0 (Yoast SEO v28.1) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI could transform open source intelligence in the developing world - C4ISRNet<\/title>\n<meta name=\"description\" content=\"Open source intelligence requires different techniques in nations with limited smartphone use.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI could transform open source intelligence in the developing world\" \/>\n<meta property=\"og:description\" content=\"Open source intelligence requires different techniques in nations with limited smartphone use.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/\" \/>\n<meta property=\"og:site_name\" content=\"C4ISRNet\" \/>\n<meta property=\"article:published_time\" content=\"2020-04-21T15:00:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-08-08T18:19:09+00:00\" \/>\n<meta name=\"author\" content=\"Nathan Strout\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Nathan Strout\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\n\t    \"@context\": \"https:\\\/\\\/schema.org\",\n\t    \"@graph\": [\n\t        {\n\t            \"@type\": \"Article\",\n\t            \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/artificial-intelligence\\\/2020\\\/04\\\/21\\\/ai-could-transform-open-source-intelligence-in-the-developing-world\\\/#article\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/artificial-intelligence\\\/2020\\\/04\\\/21\\\/ai-could-transform-open-source-intelligence-in-the-developing-world\\\/\"\n\t            },\n\t            \"author\": {\n\t                \"name\": \"migration\",\n\t                \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/#\\\/schema\\\/person\\\/cc76c831bb37a926738c8391fca7a3b1\"\n\t            },\n\t            \"headline\": \"AI could transform open source intelligence in the developing world\",\n\t            \"datePublished\": \"2020-04-21T15:00:40+00:00\",\n\t            \"dateModified\": \"2026-08-08T18:19:09+00:00\",\n\t            \"mainEntityOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/artificial-intelligence\\\/2020\\\/04\\\/21\\\/ai-could-transform-open-source-intelligence-in-the-developing-world\\\/\"\n\t            },\n\t            \"wordCount\": 707,\n\t            \"commentCount\": 0,\n\t            \"publisher\": {\n\t                \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/#organization\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/artificial-intelligence\\\/2020\\\/04\\\/21\\\/ai-could-transform-open-source-intelligence-in-the-developing-world\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/one.sightlinemg.com\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/photo-by-Zapp2Photo_Getty-Images-for-essay-Nayak-Nguyen.jpg.jpg\",\n\t            \"articleSection\": [\n\t                \"AI &amp; ML\",\n\t                \"Daily Brief\",\n\t                \"Home\",\n\t                \"Newsletters\"\n\t            ],\n\t            \"inLanguage\": \"en-US\",\n\t            \"potentialAction\": [\n\t                {\n\t                    \"@type\": \"CommentAction\",\n\t                    \"name\": \"Comment\",\n\t                    \"target\": [\n\t                        \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/artificial-intelligence\\\/2020\\\/04\\\/21\\\/ai-could-transform-open-source-intelligence-in-the-developing-world\\\/#respond\"\n\t                    ]\n\t                }\n\t            ]\n\t        },\n\t        {\n\t            \"@type\": \"WebPage\",\n\t            \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/artificial-intelligence\\\/2020\\\/04\\\/21\\\/ai-could-transform-open-source-intelligence-in-the-developing-world\\\/\",\n\t            \"url\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/artificial-intelligence\\\/2020\\\/04\\\/21\\\/ai-could-transform-open-source-intelligence-in-the-developing-world\\\/\",\n\t            \"name\": \"AI could transform open source intelligence in the developing world - C4ISRNet\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/#website\"\n\t            },\n\t            \"primaryImageOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/artificial-intelligence\\\/2020\\\/04\\\/21\\\/ai-could-transform-open-source-intelligence-in-the-developing-world\\\/#primaryimage\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/artificial-intelligence\\\/2020\\\/04\\\/21\\\/ai-could-transform-open-source-intelligence-in-the-developing-world\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/one.sightlinemg.com\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/photo-by-Zapp2Photo_Getty-Images-for-essay-Nayak-Nguyen.jpg.jpg\",\n\t            \"datePublished\": \"2020-04-21T15:00:40+00:00\",\n\t            \"dateModified\": \"2026-08-08T18:19:09+00:00\",\n\t            \"description\": \"Open source intelligence requires different techniques in nations with limited smartphone use.\",\n\t            \"breadcrumb\": {\n\t                \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/artificial-intelligence\\\/2020\\\/04\\\/21\\\/ai-could-transform-open-source-intelligence-in-the-developing-world\\\/#breadcrumb\"\n\t            },\n\t            \"inLanguage\": \"en-US\",\n\t            \"potentialAction\": [\n\t                {\n\t                    \"@type\": \"ReadAction\",\n\t                    \"target\": [\n\t                        \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/artificial-intelligence\\\/2020\\\/04\\\/21\\\/ai-could-transform-open-source-intelligence-in-the-developing-world\\\/\"\n\t                    ]\n\t                }\n\t            ]\n\t        },\n\t        {\n\t            \"@type\": \"ImageObject\",\n\t            \"inLanguage\": \"en-US\",\n\t            \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/artificial-intelligence\\\/2020\\\/04\\\/21\\\/ai-could-transform-open-source-intelligence-in-the-developing-world\\\/#primaryimage\",\n\t            \"url\": \"https:\\\/\\\/one.sightlinemg.com\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/photo-by-Zapp2Photo_Getty-Images-for-essay-Nayak-Nguyen.jpg.jpg\",\n\t            \"contentUrl\": \"https:\\\/\\\/one.sightlinemg.com\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/photo-by-Zapp2Photo_Getty-Images-for-essay-Nayak-Nguyen.jpg.jpg\"\n\t        },\n\t        {\n\t            \"@type\": \"BreadcrumbList\",\n\t            \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/artificial-intelligence\\\/2020\\\/04\\\/21\\\/ai-could-transform-open-source-intelligence-in-the-developing-world\\\/#breadcrumb\",\n\t            \"itemListElement\": [\n\t                {\n\t                    \"@type\": \"ListItem\",\n\t                    \"position\": 1,\n\t                    \"name\": \"Home\",\n\t                    \"item\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/\",\n\t                    \"ad_zone\": \"home\"\n\t                },\n\t                {\n\t                    \"@type\": \"ListItem\",\n\t                    \"position\": 2,\n\t                    \"name\": \"AI &amp; ML\",\n\t                    \"item\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/artificial-intelligence\\\/\",\n\t                    \"ad_zone\": \"artificial-intelligence\"\n\t                },\n\t                {\n\t                    \"@type\": \"ListItem\",\n\t                    \"position\": 3,\n\t                    \"name\": \"AI could transform open source intelligence in the developing world\"\n\t                }\n\t            ]\n\t        },\n\t        {\n\t            \"@type\": \"WebSite\",\n\t            \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/#website\",\n\t            \"url\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/\",\n\t            \"name\": \"C4ISRNet\",\n\t            \"description\": \"Media for the Intelligence-Age Military | C4ISRNET\",\n\t            \"publisher\": {\n\t                \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/#organization\"\n\t            },\n\t            \"potentialAction\": [\n\t                {\n\t                    \"@type\": \"SearchAction\",\n\t                    \"target\": {\n\t                        \"@type\": \"EntryPoint\",\n\t                        \"urlTemplate\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/?s={search_term_string}\"\n\t                    },\n\t                    \"query-input\": {\n\t                        \"@type\": \"PropertyValueSpecification\",\n\t                        \"valueRequired\": true,\n\t                        \"valueName\": \"search_term_string\"\n\t                    }\n\t                }\n\t            ],\n\t            \"inLanguage\": \"en-US\"\n\t        },\n\t        {\n\t            \"@type\": \"Organization\",\n\t            \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/#organization\",\n\t            \"name\": \"C4ISRNet\",\n\t            \"url\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/\",\n\t            \"logo\": {\n\t                \"@type\": \"ImageObject\",\n\t                \"inLanguage\": \"en-US\",\n\t                \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/#\\\/schema\\\/logo\\\/image\\\/\",\n\t                \"url\": \"https:\\\/\\\/one.sightlinemg.com\\\/wp-content\\\/uploads\\\/2026\\\/06\\\/c4isrnet-logo-white.png\",\n\t                \"contentUrl\": \"https:\\\/\\\/one.sightlinemg.com\\\/wp-content\\\/uploads\\\/2026\\\/06\\\/c4isrnet-logo-white.png\",\n\t                \"caption\": \"C4ISRNet\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/#\\\/schema\\\/logo\\\/image\\\/\"\n\t            }\n\t        },\n\t        {\n\t            \"@type\": \"Person\",\n\t            \"@id\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/#\\\/schema\\\/person\\\/cc76c831bb37a926738c8391fca7a3b1\",\n\t            \"name\": \"migration\",\n\t            \"image\": {\n\t                \"@type\": \"ImageObject\",\n\t                \"inLanguage\": \"en-US\",\n\t                \"@id\": \"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/9e8d47be443ce94ce7fc357677b5f9c70235bb1f59e7267a102a74af58c04f59?s=96&d=mm&r=gcf4cb6ee0ec29e49e7a963234e4340ec\",\n\t                \"url\": \"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/9e8d47be443ce94ce7fc357677b5f9c70235bb1f59e7267a102a74af58c04f59?s=96&d=mm&r=g\",\n\t                \"contentUrl\": \"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/9e8d47be443ce94ce7fc357677b5f9c70235bb1f59e7267a102a74af58c04f59?s=96&d=mm&r=g\",\n\t                \"caption\": \"migration\"\n\t            },\n\t            \"url\": \"https:\\\/\\\/one.sightlinemg.com\\\/c4isrnet\\\/author\\\/migration\\\/\"\n\t        }\n\t    ]\n\t}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"AI could transform open source intelligence in the developing world - C4ISRNet","description":"Open source intelligence requires different techniques in nations with limited smartphone use.","robots":{"index":"noindex","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"og_locale":"en_US","og_type":"article","og_title":"AI could transform open source intelligence in the developing world","og_description":"Open source intelligence requires different techniques in nations with limited smartphone use.","og_url":"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/","og_site_name":"C4ISRNet","article_published_time":"2020-04-21T15:00:40+00:00","article_modified_time":"2026-08-08T18:19:09+00:00","author":"Nathan Strout","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Nathan Strout","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/#article","isPartOf":{"@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/"},"author":{"name":"migration","@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/#\/schema\/person\/cc76c831bb37a926738c8391fca7a3b1"},"headline":"AI could transform open source intelligence in the developing world","datePublished":"2020-04-21T15:00:40+00:00","dateModified":"2026-08-08T18:19:09+00:00","mainEntityOfPage":{"@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/"},"wordCount":707,"commentCount":0,"publisher":{"@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/#organization"},"image":{"@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/#primaryimage"},"thumbnailUrl":"https:\/\/one.sightlinemg.com\/wp-content\/uploads\/2026\/08\/photo-by-Zapp2Photo_Getty-Images-for-essay-Nayak-Nguyen.jpg.jpg","articleSection":["AI &amp; ML","Daily Brief","Home","Newsletters"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/","url":"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/","name":"AI could transform open source intelligence in the developing world - C4ISRNet","isPartOf":{"@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/#website"},"primaryImageOfPage":{"@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/#primaryimage"},"image":{"@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/#primaryimage"},"thumbnailUrl":"https:\/\/one.sightlinemg.com\/wp-content\/uploads\/2026\/08\/photo-by-Zapp2Photo_Getty-Images-for-essay-Nayak-Nguyen.jpg.jpg","datePublished":"2020-04-21T15:00:40+00:00","dateModified":"2026-08-08T18:19:09+00:00","description":"Open source intelligence requires different techniques in nations with limited smartphone use.","breadcrumb":{"@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/#primaryimage","url":"https:\/\/one.sightlinemg.com\/wp-content\/uploads\/2026\/08\/photo-by-Zapp2Photo_Getty-Images-for-essay-Nayak-Nguyen.jpg.jpg","contentUrl":"https:\/\/one.sightlinemg.com\/wp-content\/uploads\/2026\/08\/photo-by-Zapp2Photo_Getty-Images-for-essay-Nayak-Nguyen.jpg.jpg"},{"@type":"BreadcrumbList","@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/2020\/04\/21\/ai-could-transform-open-source-intelligence-in-the-developing-world\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/one.sightlinemg.com\/c4isrnet\/","ad_zone":"home"},{"@type":"ListItem","position":2,"name":"AI &amp; ML","item":"https:\/\/one.sightlinemg.com\/c4isrnet\/artificial-intelligence\/","ad_zone":"artificial-intelligence"},{"@type":"ListItem","position":3,"name":"AI could transform open source intelligence in the developing world"}]},{"@type":"WebSite","@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/#website","url":"https:\/\/one.sightlinemg.com\/c4isrnet\/","name":"C4ISRNet","description":"Media for the Intelligence-Age Military | C4ISRNET","publisher":{"@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/one.sightlinemg.com\/c4isrnet\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/#organization","name":"C4ISRNet","url":"https:\/\/one.sightlinemg.com\/c4isrnet\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/#\/schema\/logo\/image\/","url":"https:\/\/one.sightlinemg.com\/wp-content\/uploads\/2026\/06\/c4isrnet-logo-white.png","contentUrl":"https:\/\/one.sightlinemg.com\/wp-content\/uploads\/2026\/06\/c4isrnet-logo-white.png","caption":"C4ISRNet"},"image":{"@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/one.sightlinemg.com\/c4isrnet\/#\/schema\/person\/cc76c831bb37a926738c8391fca7a3b1","name":"migration","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/9e8d47be443ce94ce7fc357677b5f9c70235bb1f59e7267a102a74af58c04f59?s=96&d=mm&r=gcf4cb6ee0ec29e49e7a963234e4340ec","url":"https:\/\/secure.gravatar.com\/avatar\/9e8d47be443ce94ce7fc357677b5f9c70235bb1f59e7267a102a74af58c04f59?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/9e8d47be443ce94ce7fc357677b5f9c70235bb1f59e7267a102a74af58c04f59?s=96&d=mm&r=g","caption":"migration"},"url":"https:\/\/one.sightlinemg.com\/c4isrnet\/author\/migration\/"}]}},"jetpack_sharing_enabled":true,"distributor_meta":false,"distributor_terms":false,"distributor_media":false,"distributor_original_site_name":"C4ISRNet","distributor_original_site_url":"https:\/\/one.sightlinemg.com\/c4isrnet","push-errors":false,"jetpack_featured_media_url":"https:\/\/one.sightlinemg.com\/wp-content\/uploads\/2026\/08\/photo-by-Zapp2Photo_Getty-Images-for-essay-Nayak-Nguyen.jpg.jpg","_links":{"self":[{"href":"https:\/\/one.sightlinemg.com\/c4isrnet\/wp-json\/wp\/v2\/posts\/25208","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/one.sightlinemg.com\/c4isrnet\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/one.sightlinemg.com\/c4isrnet\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/one.sightlinemg.com\/c4isrnet\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/one.sightlinemg.com\/c4isrnet\/wp-json\/wp\/v2\/comments?post=25208"}],"version-history":[{"count":1,"href":"https:\/\/one.sightlinemg.com\/c4isrnet\/wp-json\/wp\/v2\/posts\/25208\/revisions"}],"predecessor-version":[{"id":25216,"href":"https:\/\/one.sightlinemg.com\/c4isrnet\/wp-json\/wp\/v2\/posts\/25208\/revisions\/25216"}],"wp:attachment":[{"href":"https:\/\/one.sightlinemg.com\/c4isrnet\/wp-json\/wp\/v2\/media?parent=25208"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/one.sightlinemg.com\/c4isrnet\/wp-json\/wp\/v2\/categories?post=25208"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/one.sightlinemg.com\/c4isrnet\/wp-json\/wp\/v2\/tags?post=25208"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/one.sightlinemg.com\/c4isrnet\/wp-json\/wp\/v2\/coauthors?post=25208"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}