{"id":1145,"date":"2026-01-27T11:23:00","date_gmt":"2026-01-27T03:23:00","guid":{"rendered":"https:\/\/www.ailabtools.com\/blog\/?p=1145"},"modified":"2026-04-22T23:46:41","modified_gmt":"2026-04-22T15:46:41","slug":"ai-skin-analysis-in-real-products","status":"publish","type":"post","link":"https:\/\/www.ailabtools.com\/blog\/ai-skin-analysis-in-real-products\/","title":{"rendered":"AI Skin Analysis in Real Products: An End-to-End Blueprint for Salons, E-Commerce, Tele-Derm, Kiosks, and Apps"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Why \u201cskin maps\u201d are becoming the default UX<\/h2>\n\n\n\n<p>A lot of modern skin-analysis products now present results as a <strong>scientific skin map<\/strong>\u2014users can <em>see<\/em> redness, spots, pores, oil, dehydration, and lines as overlays instead of reading vague text. That visual style is not just \u201cnice UI\u201d; it\u2019s how you build trust and actionability in seconds. Haut.AI, for example, positions its face analysis as turning a photo into a scientific skin map with \u201cclinical precision\u201d messaging.<\/p>\n\n\n\n<p>For builders, the key takeaway is simple: <strong>you don\u2019t want to build detection models from scratch<\/strong>. You want an API that returns:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>structured metrics (scores, severity, ratios)<\/li>\n\n\n\n<li><strong>overlay-ready maps<\/strong> (heatmaps \/ transparent PNGs)<\/li>\n\n\n\n<li>optional marks\/outlines for regions (polygons, rectangles)<\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/www.ailabtools.com\/docs\/ai-portrait\/analysis\/skin-analysis-pro\">AILabTools\u2019 Skin Analyze Pro<\/a> is designed for exactly this pattern (skin color\/texture, eye bags, dark circles, wrinkles, acne, spots, etc.), and it supports returning both <strong>scores<\/strong> and <strong>mapping images<\/strong> via parameters like <code>return_maps<\/code> and <code>return_marks<\/code>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Where this fits: 5 high-value scenarios (and what users expect)<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1) Beauty salon \/ medspa desktop station (in-store \u201cskin consultation\u201d)<\/h3>\n\n\n\n<p><strong>Goal:<\/strong> Convert walk-ins into treatments + memberships with a 2\u20133 minute \u201cscan \u2192 explain \u2192 plan\u201d flow.<\/p>\n\n\n\n<p><strong>User expectations<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>guided photo capture (lighting\/pose)<\/li>\n\n\n\n<li>instant visualization (redness map, spots map, dehydration map)<\/li>\n\n\n\n<li>a printable\/shareable report<\/li>\n\n\n\n<li>product + treatment plan that feels \u201cpersonal\u201d, not generic<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2) E-commerce personalization (skincare quiz replacement)<\/h3>\n\n\n\n<p><strong>Goal:<\/strong> Reduce hesitation and increase add-to-cart by matching routines to actual skin signals.<\/p>\n\n\n\n<p><strong>User expectations<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201cone selfie, get my routine\u201d<\/li>\n\n\n\n<li><em>show me why<\/em> (overlay proof)<\/li>\n\n\n\n<li>re-scan after 2\u20134 weeks to show progress<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3) Tele-derm \/ online consult intake (triage, not diagnosis)<\/h3>\n\n\n\n<p><strong>Goal:<\/strong> Convert messy user photos into <strong>structured intake<\/strong>: severity scores + regions to review.<\/p>\n\n\n\n<p><strong>User expectations<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>clear disclaimer: \u201csupporting information, not a medical diagnosis\u201d<\/li>\n\n\n\n<li>consistent before\/after comparisons<\/li>\n\n\n\n<li>doctor\/esthetician view vs user-friendly view<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4) Self-service kiosk (retail counter \/ pharmacy)<\/h3>\n\n\n\n<p><strong>Goal:<\/strong> High-throughput scanning that drives product discovery.<\/p>\n\n\n\n<p><strong>User expectations<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>60\u201390 seconds total<\/li>\n\n\n\n<li>big, obvious heatmaps<\/li>\n\n\n\n<li>QR code report \/ product shelf mapping<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5) Mobile \u201cskin tracking\u201d app (retention engine)<\/h3>\n\n\n\n<p><strong>Goal:<\/strong> Weekly check-ins + trend charts.<\/p>\n\n\n\n<p><strong>User expectations<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>consistent capture guidance (same lighting\/distance)<\/li>\n\n\n\n<li>score trends + overlay diffs<\/li>\n\n\n\n<li>nudges: \u201cre-scan in 7 days\u201d<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/ai-resource.ailabtools.com\/web\/blog\/2026\/01\/skin-analyze-api-service-6-1024x576.webp\" alt=\"\" class=\"wp-image-1134\" srcset=\"https:\/\/ai-resource.ailabtools.com\/web\/blog\/2026\/01\/skin-analyze-api-service-6-1024x576.webp 1024w, https:\/\/ai-resource.ailabtools.com\/web\/blog\/2026\/01\/skin-analyze-api-service-6-300x169.webp 300w, https:\/\/ai-resource.ailabtools.com\/web\/blog\/2026\/01\/skin-analyze-api-service-6-768x432.webp 768w, https:\/\/ai-resource.ailabtools.com\/web\/blog\/2026\/01\/skin-analyze-api-service-6-1536x864.webp 1536w, https:\/\/ai-resource.ailabtools.com\/web\/blog\/2026\/01\/skin-analyze-api-service-6.webp 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">What to build (without over-engineering)<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">The minimum product modules<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Capture &amp; quality gate<\/strong>\n<ul class=\"wp-block-list\">\n<li>framing + face size check<\/li>\n\n\n\n<li>lighting check (too dark \/ backlit)<\/li>\n\n\n\n<li>angle check<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Analysis call (API)<\/strong>\n<ul class=\"wp-block-list\">\n<li>send selfie image<\/li>\n\n\n\n<li>request only the maps you need (performance + cost)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Results composer<\/strong>\n<ul class=\"wp-block-list\">\n<li>show <strong>scores<\/strong> (0\u2013100)<\/li>\n\n\n\n<li>overlay <strong>maps<\/strong> (toggle)<\/li>\n\n\n\n<li>highlight \u201ctop 3 concerns\u201d<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Recommendation layer<\/strong>\n<ul class=\"wp-block-list\">\n<li>rules-based starter (fast to ship)<\/li>\n\n\n\n<li>later: catalog matching \/ LLM explanation<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Report &amp; tracking<\/strong>\n<ul class=\"wp-block-list\">\n<li>PDF\/HTML report<\/li>\n\n\n\n<li>save scores + key ratios for trends<\/li>\n\n\n\n<li>optional \u201cbefore\/after comparison view\u201d<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">The \u201ctrust UX\u201d pattern: overlay maps + short explanations<\/h2>\n\n\n\n<p>When users see overlays, they understand your product in ~3 seconds.<\/p>\n\n\n\n<p>AILabTools Pro supports a set of mapping images that are explicitly designed to be <strong>overlaid on the original image<\/strong> (some are transparent PNG, some are on a white background), e.g.:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>red_area<\/code> (redness\/sensitivity map)<\/li>\n\n\n\n<li><code>brown_area<\/code> (pigmentation map)<\/li>\n\n\n\n<li><code>texture_enhanced_pores<\/code> (pore area, transparent)<\/li>\n\n\n\n<li><code>texture_enhanced_blackheads<\/code> (blackheads, transparent)<\/li>\n\n\n\n<li><code>texture_enhanced_oily_area<\/code> (oil shine, transparent)<\/li>\n\n\n\n<li><code>texture_enhanced_lines<\/code> (wrinkles\/lines, transparent)<\/li>\n\n\n\n<li><code>water_area<\/code> (dehydration; darker blue = more dehydrated)<\/li>\n\n\n\n<li><code>rough_area<\/code><\/li>\n\n\n\n<li><code>roi_outline_map<\/code> (blemishes\/acne)<\/li>\n\n\n\n<li><code>texture_enhanced_bw<\/code> (cropped B\/W \u201cproof mode\u201d)<\/li>\n<\/ul>\n\n\n\n<p><strong>UX suggestion<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Tabs like your screenshot (\u201cRed Area \/ Brown Area \/ \u2026\u201d) work great.<\/li>\n\n\n\n<li>Each tab shows:\n<ul class=\"wp-block-list\">\n<li>1 overlay<\/li>\n\n\n\n<li>1\u20132 key numbers<\/li>\n\n\n\n<li>1 short action sentence (\u201cFocus on calming routine for cheek redness.\u201d)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>Image placement ideas (3\u20135 images)<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Image 1:<\/strong> \u201cScan \u2192 Maps \u2192 Report\u201d 3-step flow diagram<\/li>\n\n\n\n<li><strong>Image 2:<\/strong> Face + \u201cRed Area\u201d overlay toggle<\/li>\n\n\n\n<li><strong>Image 3:<\/strong> Face + \u201cBrown Area\u201d overlay toggle<\/li>\n\n\n\n<li><strong>Image 4:<\/strong> \u201cDehydrated Area\u201d (water_area) overlay showing darker blue patches<\/li>\n\n\n\n<li><strong>Image 5:<\/strong> Before\/After report (scores + overlays)<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"657\" src=\"https:\/\/ai-resource.ailabtools.com\/web\/blog\/2026\/01\/AI-Skin-Analysis_2026-01-24_163110_851-1024x657.png\" alt=\"\" class=\"wp-image-1135\" srcset=\"https:\/\/ai-resource.ailabtools.com\/web\/blog\/2026\/01\/AI-Skin-Analysis_2026-01-24_163110_851-1024x657.png 1024w, https:\/\/ai-resource.ailabtools.com\/web\/blog\/2026\/01\/AI-Skin-Analysis_2026-01-24_163110_851-300x193.png 300w, https:\/\/ai-resource.ailabtools.com\/web\/blog\/2026\/01\/AI-Skin-Analysis_2026-01-24_163110_851-768x493.png 768w, https:\/\/ai-resource.ailabtools.com\/web\/blog\/2026\/01\/AI-Skin-Analysis_2026-01-24_163110_851.png 1494w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Technical blueprint: reference architecture (works for all 5 scenarios)<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Recommended architecture<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Client (Web\/App\/Kiosk):<\/strong> capture image + show overlays<\/li>\n\n\n\n<li><strong>Your backend (recommended):<\/strong>\n<ul class=\"wp-block-list\">\n<li>stores API keys securely<\/li>\n\n\n\n<li>performs request signing \/ rate limiting<\/li>\n\n\n\n<li>handles retries and timeouts<\/li>\n\n\n\n<li>optionally stores only derived metrics (not the image)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.ailabtools.com\/docs\/ai-portrait\/analysis\/skin-analysis-pro\">AILabTools Skin Analyze Pro API<\/a>:<\/strong> returns scores + maps + marks<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Image requirements you should enforce<\/h3>\n\n\n\n<p>To keep accuracy stable, implement the same constraints the API suggests:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>JPG\/JPEG, \u2264 8MB<\/li>\n\n\n\n<li>resolution between 200\u00d7200 and 4096\u00d74096<\/li>\n\n\n\n<li><strong>minimum face size<\/strong>: face box side length ideally <strong>> 400px<\/strong><\/li>\n\n\n\n<li>avoid heavy occlusion\/blur; keep yaw \u2264 \u00b130\u00b0, pitch \u2264 \u00b140\u00b0 (recommended)<\/li>\n<\/ul>\n\n\n\n<p>These become your \u201cquality gate\u201d rules in UI.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What you get back: scores + maps + optional outlines<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">A) Scores (easy for dashboards)<\/h3>\n\n\n\n<p>Skin Analyze Pro returns a <code>score_info<\/code> object with 0\u2013100 scores for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>wrinkles, oily intensity, pores, blackheads, acne, sensitivity, dark circles, etc.<\/li>\n<\/ul>\n\n\n\n<p>Use these for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201cTop concerns\u201d ranking<\/li>\n\n\n\n<li>trend charts (week over week)<\/li>\n\n\n\n<li>thresholds that trigger advice content<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">B) Maps (easy for trust &amp; explanation)<\/h3>\n\n\n\n<p>Returned under <code>face_maps<\/code>, keyed by the requested <code>return_maps<\/code> items.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">C) Marks\/outlines (for precise UI)<\/h3>\n\n\n\n<p>If you need polygon outlines (e.g., sensitive zones) or detailed wrinkle lists, request <code>return_marks<\/code> such as <code>sensitivity_mark<\/code>, <code>wrinkle_mark<\/code>, <code>melanin_mark<\/code>, etc.<\/p>\n\n\n\n<p><strong>Example: Redness\/sensitivity metrics<\/strong><br>In v1.5.1 docs, the sensitivity object includes:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>sensitivity_area<\/code> (percentage of sensitive red area on the face)<\/li>\n\n\n\n<li><code>sensitivity_intensity<\/code> (0\u2013100 intensity)<br>\u2026and notes it should be used with <code>red_area<\/code> map.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">API example (product-neutral): request only what you need<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">cURL<\/h3>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#282A36\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" style=\"color:#f6f6f4;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>curl --request POST \n  --url https:\/\/www.ailabapi.com\/api\/portrait\/analysis\/skin-analysis-pro \n  --header 'Content-Type: multipart\/form-data' \n  --header 'ailabapi-api-key: YOUR_API_KEY' \n  --form 'image=@\"\/path\/to\/selfie.jpg\"' \n  --form 'return_maps=red_area,brown_area,water_area,texture_enhanced_pores' \n  --form 'return_marks=sensitivity_mark,melanin_mark'\n<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki dracula-soft\" style=\"background-color: #282A36\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #F6F6F4\">curl <\/span><span style=\"color: #F286C4\">--<\/span><span style=\"color: #F6F6F4\">request POST <\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  <\/span><span style=\"color: #F286C4\">--<\/span><span style=\"color: #F6F6F4\">url https:<\/span><span style=\"color: #7B7F8B\">\/\/www.ailabapi.com\/api\/portrait\/analysis\/skin-analysis-pro <\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  <\/span><span style=\"color: #F286C4\">--<\/span><span style=\"color: #F6F6F4\">header <\/span><span style=\"color: #DEE492\">&#39;<\/span><span style=\"color: #E7EE98\">Content-Type: multipart\/form-data<\/span><span style=\"color: #DEE492\">&#39;<\/span><span style=\"color: #F6F6F4\"> <\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  <\/span><span style=\"color: #F286C4\">--<\/span><span style=\"color: #F6F6F4\">header <\/span><span style=\"color: #DEE492\">&#39;<\/span><span style=\"color: #E7EE98\">ailabapi-api-key: YOUR_API_KEY<\/span><span style=\"color: #DEE492\">&#39;<\/span><span style=\"color: #F6F6F4\"> <\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  <\/span><span style=\"color: #F286C4\">--<\/span><span style=\"color: #F6F6F4\">form <\/span><span style=\"color: #DEE492\">&#39;<\/span><span style=\"color: #E7EE98\">image=@&quot;\/path\/to\/selfie.jpg&quot;<\/span><span style=\"color: #DEE492\">&#39;<\/span><span style=\"color: #F6F6F4\"> <\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  <\/span><span style=\"color: #F286C4\">--<\/span><span style=\"color: #F6F6F4\">form <\/span><span style=\"color: #DEE492\">&#39;<\/span><span style=\"color: #E7EE98\">return_maps=red_area,brown_area,water_area,texture_enhanced_pores<\/span><span style=\"color: #DEE492\">&#39;<\/span><span style=\"color: #F6F6F4\"> <\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  <\/span><span style=\"color: #F286C4\">--<\/span><span style=\"color: #F6F6F4\">form <\/span><span style=\"color: #DEE492\">&#39;<\/span><span style=\"color: #E7EE98\">return_marks=sensitivity_mark,melanin_mark<\/span><span style=\"color: #DEE492\">&#39;<\/span><\/span>\n<span class=\"line\"><\/span><\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">JavaScript (Node \/ Next.js Route Handler style)<\/h3>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#282A36\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" style=\"color:#f6f6f4;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>import FormData from \"form-data\";\nimport fetch from \"node-fetch\";\nimport fs from \"fs\";\n\nexport async function analyzeSkin(filePath) {\n  const form = new FormData();\n  form.append(\"image\", fs.createReadStream(filePath));\n  form.append(\"return_maps\", \"red_area,brown_area,water_area,texture_enhanced_pores\");\n  form.append(\"return_marks\", \"sensitivity_mark,melanin_mark\");\n\n  const res = await fetch(\"https:\/\/www.ailabapi.com\/api\/portrait\/analysis\/skin-analysis-pro\", {\n    method: \"POST\",\n    headers: {\n      \"ailabapi-api-key\": process.env.AILABTOOLS_API_KEY,\n      ...form.getHeaders(),\n    },\n    body: form,\n  });\n\n  const json = await res.json();\n\n  \/\/ Typical usage:\n  \/\/ json.result.score_info.wrinkle_score \/ acne_score \/ sensitivity_score ...\n  \/\/ json.result.face_maps.red_area (base64 image)\n  return json;\n}\n<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki dracula-soft\" style=\"background-color: #282A36\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #F286C4\">import<\/span><span style=\"color: #F6F6F4\"> FormData <\/span><span style=\"color: #F286C4\">from<\/span><span style=\"color: #F6F6F4\"> <\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #E7EE98\">form-data<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #F6F6F4\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F286C4\">import<\/span><span style=\"color: #F6F6F4\"> fetch <\/span><span style=\"color: #F286C4\">from<\/span><span style=\"color: #F6F6F4\"> <\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #E7EE98\">node-fetch<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #F6F6F4\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F286C4\">import<\/span><span style=\"color: #F6F6F4\"> fs <\/span><span style=\"color: #F286C4\">from<\/span><span style=\"color: #F6F6F4\"> <\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #E7EE98\">fs<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #F6F6F4\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #F286C4\">export<\/span><span style=\"color: #F6F6F4\"> <\/span><span style=\"color: #F286C4\">async<\/span><span style=\"color: #F6F6F4\"> <\/span><span style=\"color: #F286C4\">function<\/span><span style=\"color: #F6F6F4\"> <\/span><span style=\"color: #62E884\">analyzeSkin<\/span><span style=\"color: #F6F6F4\">(<\/span><span style=\"color: #FFB86C; font-style: italic\">filePath<\/span><span style=\"color: #F6F6F4\">) {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  <\/span><span style=\"color: #F286C4\">const<\/span><span style=\"color: #F6F6F4\"> form <\/span><span style=\"color: #F286C4\">=<\/span><span style=\"color: #F6F6F4\"> <\/span><span style=\"color: #F286C4; font-weight: bold\">new<\/span><span style=\"color: #F6F6F4\"> <\/span><span style=\"color: #62E884\">FormData<\/span><span style=\"color: #F6F6F4\">();<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  form.<\/span><span style=\"color: #62E884\">append<\/span><span style=\"color: #F6F6F4\">(<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #E7EE98\">image<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #F6F6F4\">, fs.<\/span><span style=\"color: #62E884\">createReadStream<\/span><span style=\"color: #F6F6F4\">(filePath));<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  form.<\/span><span style=\"color: #62E884\">append<\/span><span style=\"color: #F6F6F4\">(<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #E7EE98\">return_maps<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #F6F6F4\">, <\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #E7EE98\">red_area,brown_area,water_area,texture_enhanced_pores<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #F6F6F4\">);<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  form.<\/span><span style=\"color: #62E884\">append<\/span><span style=\"color: #F6F6F4\">(<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #E7EE98\">return_marks<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #F6F6F4\">, <\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #E7EE98\">sensitivity_mark,melanin_mark<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #F6F6F4\">);<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  <\/span><span style=\"color: #F286C4\">const<\/span><span style=\"color: #F6F6F4\"> res <\/span><span style=\"color: #F286C4\">=<\/span><span style=\"color: #F6F6F4\"> <\/span><span style=\"color: #F286C4\">await<\/span><span style=\"color: #F6F6F4\"> <\/span><span style=\"color: #62E884\">fetch<\/span><span style=\"color: #F6F6F4\">(<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #E7EE98\">https:\/\/www.ailabapi.com\/api\/portrait\/analysis\/skin-analysis-pro<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #F6F6F4\">, {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">    method<\/span><span style=\"color: #F286C4\">:<\/span><span style=\"color: #F6F6F4\"> <\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #E7EE98\">POST<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #F6F6F4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">    headers<\/span><span style=\"color: #F286C4\">:<\/span><span style=\"color: #F6F6F4\"> {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">      <\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #E7EE98\">ailabapi-api-key<\/span><span style=\"color: #DEE492\">&quot;<\/span><span style=\"color: #F286C4\">:<\/span><span style=\"color: #F6F6F4\"> process.env.<\/span><span style=\"color: #BF9EEE\">AILABTOOLS_API_KEY<\/span><span style=\"color: #F6F6F4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">      <\/span><span style=\"color: #F286C4\">...<\/span><span style=\"color: #F6F6F4\">form.<\/span><span style=\"color: #62E884\">getHeaders<\/span><span style=\"color: #F6F6F4\">(),<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">    body<\/span><span style=\"color: #F286C4\">:<\/span><span style=\"color: #F6F6F4\"> form,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  });<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  <\/span><span style=\"color: #F286C4\">const<\/span><span style=\"color: #F6F6F4\"> json <\/span><span style=\"color: #F286C4\">=<\/span><span style=\"color: #F6F6F4\"> <\/span><span style=\"color: #F286C4\">await<\/span><span style=\"color: #F6F6F4\"> res.<\/span><span style=\"color: #62E884\">json<\/span><span style=\"color: #F6F6F4\">();<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  <\/span><span style=\"color: #7B7F8B\">\/\/ Typical usage:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  <\/span><span style=\"color: #7B7F8B\">\/\/ json.result.score_info.wrinkle_score \/ acne_score \/ sensitivity_score ...<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  <\/span><span style=\"color: #7B7F8B\">\/\/ json.result.face_maps.red_area (base64 image)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">  <\/span><span style=\"color: #F286C4\">return<\/span><span style=\"color: #F6F6F4\"> json;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6F6F4\">}<\/span><\/span>\n<span class=\"line\"><\/span><\/code><\/pre><\/div>\n\n\n\n<p><strong>How you render overlays<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>For transparent PNG maps (pores\/blackheads\/oily\/lines\/rough\/acne outlines), simply layer them on top of the original.<\/li>\n\n\n\n<li>For white-background maps (like <code>water_area<\/code>, <code>red_area<\/code>, <code>brown_area<\/code> described in docs), use blending or a simple \u201cwhite-to-transparent\u201d preprocessing before overlaying (or show side-by-side).<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Data policy and \u201cnon-medical\u201d positioning (important)<\/h2>\n\n\n\n<p>If you serve clinics\/medspas or tele-derm intake:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>present outputs as <strong>skin condition signals<\/strong> \/ <strong>cosmetic insights<\/strong><\/li>\n\n\n\n<li>avoid diagnostic language (\u201cdisease detection\u201d, \u201cmedical diagnosis\u201d) in consumer UI<\/li>\n\n\n\n<li>add a clear disclaimer in the report: \u201cfor informational\/cosmetic guidance only\u201d<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Rollout plan that actually ships<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Week 1\u20132: MVP you can demo<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>capture + quality gate<\/li>\n\n\n\n<li>call API with 3 maps (red\/brown\/water) + score_info<\/li>\n\n\n\n<li>show overlay toggles + top concerns<\/li>\n\n\n\n<li>generate a simple HTML report<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Week 3\u20134: Business impact version<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>add pores\/oily\/acne map tabs<\/li>\n\n\n\n<li>add \u201crecommended routine steps\u201d (rules-based)<\/li>\n\n\n\n<li>add history + trend charts<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Week 5+: Scale and optimize<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B test:\n<ul class=\"wp-block-list\">\n<li>overlay-first vs score-first UI<\/li>\n\n\n\n<li>\u201ctop 3 concerns\u201d wording<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>add catalog matching (e-commerce) or service menu mapping (salon)<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Notes on versioning<\/h2>\n\n\n\n<p>AILabTools documentation indicates that some older API versions may be deprecated or no longer maintained, so treat <strong>API versioning as a first-class integration concern<\/strong> and periodically verify you\u2019re on the recommended version.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Next step (docs)<\/h2>\n\n\n\n<p>To implement exactly what\u2019s described above (scores + <code>return_maps<\/code> overlays + optional marks), refer to the <a href=\"https:\/\/www.ailabtools.com\/docs\/ai-portrait\/analysis\/skin-analysis-pro\"><strong>Skin Analyze Pro API documentation<\/strong> <\/a>and the <code>return_maps<\/code> \/ <code>return_marks<\/code> sections.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Why \u201cskin maps\u201d&hellip;<\/p>\n","protected":false},"author":1,"featured_media":1132,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[139],"tags":[],"class_list":["post-1145","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-apis-service"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.9 - 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