{"id":144878,"date":"2025-07-22T13:12:06","date_gmt":"2025-07-22T11:12:06","guid":{"rendered":"https:\/\/skrivanek.pl\/anotacja-danych\/"},"modified":"2026-02-04T13:25:05","modified_gmt":"2026-02-04T12:25:05","slug":"data-annotation","status":"publish","type":"page","link":"https:\/\/skrivanek.pl\/en\/data-annotation\/","title":{"rendered":"Data Annotation"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row full_width=&#8221;stretch_row_content&#8221; gap=&#8221;15&#8243; css=&#8221;.vc_custom_1765283118706{margin-bottom: 0px !important;padding-bottom: 0px !important;padding-left: 35px !important;background-image: url(https:\/\/skrivanek.pl\/wp-content\/uploads\/2025\/12\/Website-Background-scaled.jpg?id=147839) !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221;][vc_column css=&#8221;.vc_custom_1764149026182{background-color: #FFFFFF00 !important;}&#8221;]<div class=\"clearboth\"><\/div><style>#thegem-divider-69de32c00b4a6 {margin-top: 80px !important;}<\/style><div id=\"thegem-divider-69de32c00b4a6\" class=\"gem-divider  \" style=\"\" ><\/div>[vc_row_inner][vc_column_inner width=&#8221;1\/2&#8243;]<div class=\"thegem-te-heading thegem-custom-69de32c00b5fc5041\" ><h1 id=\"thegem-heading-69de32c00b5c8\" class=\"thegem-heading thegem-custom-heading-69de32c00b5c54373\" style=\"text-align: left;\" ><span class=\"colored\" style=\"color: #FFFFFF;\">Data Annotation<\/span><\/h1><style type=\"text\/css\">#thegem-heading-69de32c00b5c8 {margin: 0;}#thegem-heading-69de32c00b5c8 {font-size: 80px;}#thegem-heading-69de32c00b5c8 {line-height: 100px;}#thegem-heading-69de32c00b5c8, #thegem-heading-69de32c00b5c8 .light {text-transform: none;}@media screen and (max-width: 1023px) and (min-width: 768px) {#thegem-heading-69de32c00b5c8 {font-size: 40px;}}@media screen and (max-width: 1023px) and (min-width: 768px) {#thegem-heading-69de32c00b5c8 {line-height: 50px;}}@media screen and (max-width: 767px) {#thegem-heading-69de32c00b5c8 {font-size: 40px;}}@media screen and (max-width: 767px) {#thegem-heading-69de32c00b5c8 {line-height: 50px;}}#thegem-heading-69de32c00b5c8 a:hover, #thegem-heading-69de32c00b5c8 a:hover span.colored {color: var(--thegem-to-menu-level1-color-hover, #00BCD4) !important;}<\/style><\/div><style>@media screen and (max-width: 1023px) {.thegem-heading.thegem-custom-heading-69de32c00b5c54373{display: block!important;}}@media screen and (max-width: 767px) {.thegem-heading.thegem-custom-heading-69de32c00b5c54373{display: block!important;}}@media screen and (max-width: 1023px) {.thegem-heading.thegem-custom-heading-69de32c00b5c54373{position: relative !important;}}@media screen and (max-width: 767px) {.thegem-heading.thegem-custom-heading-69de32c00b5c54373{position: relative !important;}}<\/style><div class=\"clearboth\"><\/div><style>#thegem-divider-69de32c00b648 {margin-top: 50px !important;}<\/style><div id=\"thegem-divider-69de32c00b648\" class=\"gem-divider  \" style=\"\" ><\/div>[vc_column_text css=&#8221;&#8221;]<\/p>\n<div class=\"styled-subtitle\"><span style=\"color: #ffffff;\">Professional data annotation for artificial intelligence \u2013 text, image, audio, video.<br \/>\n<\/span><\/div>\n<p>[\/vc_column_text]<div class=\"clearboth\"><\/div><style>#thegem-divider-69de32c00b675 {margin-top: 100px !important;}<\/style><div id=\"thegem-divider-69de32c00b675\" class=\"gem-divider  \" style=\"\" ><\/div><style type=\"text\/css\">.thegem-button-69de32c00b6f76842 .gem-button {font-size: 25px;padding-left: 45px;padding-right: 45px;}.thegem-button-69de32c00b6f76842 .gem-button-text {font-size: 25px;padding-left: 45px;padding-right: 45px;}@media (max-width: 767px) {.thegem-button-69de32c00b6f76842 .gem-button {padding-left: 25px;padding-right: 25px;}}.thegem-button-69de32c00b6f76842 .gem-button svg {fill: #4E172E;}.thegem-button-69de32c00b6f76842 .gem-button:hover svg {fill: #FF643B;}<\/style><div class=\"gem-button-container gem-button-position-left thegem-button-69de32c00b6f76842    \"  ><a title=\"Contact\" class=\"gem-button gem-button-size-large gem-button-style-flat gem-button-text-weight-normal gem-button-icon-position-right gem-button-no-uppercase  gem-button-tablet-size-medium gem-button-mobile-size-medium\" data-ll-effect=\"drop-right-without-wrap\" style=\"border-radius: 100px;background-color: #FF643B;color: #4E172E;\" onmouseleave=\"this.style.backgroundColor='#FF643B';this.style.color='#4E172E';\" onmouseenter=\"this.style.backgroundColor='#FAF6F1';this.style.color='#FF643B';\" href=\"https:\/\/skrivanek.pl\/en\/contact\/\" target=\"_self\">Contact<i class=\"gem-print-icon gem-icon-pack-elegant \">&#xe03e;<\/i><\/a><\/div> [vc_single_image image=&#8221;149664&#8243; img_size=&#8221;full&#8221; css=&#8221;&#8221;]<div class=\"clearboth\"><\/div><style>#thegem-divider-69de32c00b754 {margin-top: 50px !important;}<\/style><div id=\"thegem-divider-69de32c00b754\" class=\"gem-divider  \" style=\"\" ><\/div>[\/vc_column_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_single_image image=&#8221;149971&#8243; img_size=&#8221;full&#8221; alignment=&#8221;center&#8221; style=&#8221;vc_box_rounded&#8221; css=&#8221;&#8221;][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row][vc_column]<div class=\"clearboth\"><\/div><style>#thegem-divider-69de32c00b77b {margin-top: 30px !important;}<\/style><div id=\"thegem-divider-69de32c00b77b\" class=\"gem-divider  \" style=\"\" ><\/div>[\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;1\/4&#8243;]<div class=\"centered-box\"><div class=\"gem-icon gem-icon-pack-thegemdemo gem-icon-size-medium  gem-icon-shape-square gem-simple-icon \"  style=\"opacity: 1;\"><div class=\"gem-icon-inner\" style=\"\"><span class=\"gem-icon-half-1\" style=\"color: #FF643B;\"><span class=\"back-angle\">&#xe92c;<\/span><\/span><span class=\"gem-icon-half-2\" style=\"color: #FF643B;\"><span class=\"back-angle\">&#xe92c;<\/span><\/span><\/div><\/div><\/div><div class=\"clearboth\"><\/div><style>#thegem-divider-69de32c00b811 {margin-top: 30px !important;}<\/style><div id=\"thegem-divider-69de32c00b811\" class=\"gem-divider  \" style=\"\" ><\/div>[vc_column_text css=&#8221;&#8221;]<\/p>\n<div style=\"text-align: center;\"><strong>Multilingual data annotation with cultural context in mind<\/strong><\/div>\n<p>[\/vc_column_text][vc_separator color=&#8221;custom&#8221; el_width=&#8221;40&#8243; accent_color=&#8221;#FF643B&#8221;][vc_column_text css=&#8221;&#8221;]<\/p>\n<div style=\"text-align: center;\">Our language teams deeply understand linguistic nuances and cultural differences. This is essential when annotating texts in multiple languages \u2013 especially in terms of intent, irony, or local references.<\/div>\n<p>[\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/4&#8243;]<div class=\"centered-box\"><div class=\"gem-icon gem-icon-pack-thegemdemo gem-icon-size-medium  gem-icon-shape-square gem-simple-icon \"  style=\"opacity: 1;\"><div class=\"gem-icon-inner\" style=\"\"><span class=\"gem-icon-half-1\" style=\"color: #FF643B;\"><span class=\"back-angle\">&#xe912;<\/span><\/span><span class=\"gem-icon-half-2\" style=\"color: #FF643B;\"><span class=\"back-angle\">&#xe912;<\/span><\/span><\/div><\/div><\/div><div class=\"clearboth\"><\/div><style>#thegem-divider-69de32c00b88c {margin-top: 30px !important;}<\/style><div id=\"thegem-divider-69de32c00b88c\" class=\"gem-divider  \" style=\"\" ><\/div>[vc_column_text css=&#8221;&#8221;]<\/p>\n<div style=\"text-align: center;\">\n<p><strong>Precise annotation of various data types \u2013 text, image, audio, video<\/strong><\/p>\n<\/div>\n<p>[\/vc_column_text][vc_separator color=&#8221;custom&#8221; el_width=&#8221;40&#8243; accent_color=&#8221;#FF643B&#8221;][vc_column_text css=&#8221;&#8221;]<\/p>\n<div style=\"text-align: center;\">From classifying speech tones to tagging objects in images and identifying emotions in recordings \u2013 we provide comprehensive support for all data types your AI project may require.<\/div>\n<p>[\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/4&#8243;]<div class=\"centered-box\"><div class=\"gem-icon gem-icon-pack-thegemdemo gem-icon-size-medium  gem-icon-shape-square gem-simple-icon \"  style=\"opacity: 1;\"><div class=\"gem-icon-inner\" style=\"\"><span class=\"gem-icon-half-1\" style=\"color: #FF643B;\"><span class=\"back-angle\">&#xe934;<\/span><\/span><span class=\"gem-icon-half-2\" style=\"color: #FF643B;\"><span class=\"back-angle\">&#xe934;<\/span><\/span><\/div><\/div><\/div><div class=\"clearboth\"><\/div><style>#thegem-divider-69de32c00b8f9 {margin-top: 30px !important;}<\/style><div id=\"thegem-divider-69de32c00b8f9\" class=\"gem-divider  \" style=\"\" ><\/div>[vc_column_text css=&#8221;&#8221;]<\/p>\n<div style=\"text-align: center;\"><strong>Strict quality control and consistent labeling at every project stage <\/strong><\/div>\n<p>[\/vc_column_text][vc_separator color=&#8221;custom&#8221; el_width=&#8221;40&#8243; accent_color=&#8221;#FF643B&#8221;][vc_column_text css=&#8221;&#8221;]<\/p>\n<div style=\"text-align: center;\">\n<p>We implement multi-level verification \u2013 including random checks, consistency tests, audits, and feedback loops for annotators. This ensures your data is reliable and ready to use from the start.<\/p>\n<\/div>\n<p>[\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/4&#8243;]<div class=\"centered-box\"><div class=\"gem-icon gem-icon-pack-thegemdemo gem-icon-size-medium  gem-icon-shape-square gem-simple-icon \"  style=\"opacity: 1;\"><div class=\"gem-icon-inner\" style=\"\"><span class=\"gem-icon-half-1\" style=\"color: #FF643B;\"><span class=\"back-angle\">&#xe90f;<\/span><\/span><span class=\"gem-icon-half-2\" style=\"color: #FF643B;\"><span class=\"back-angle\">&#xe90f;<\/span><\/span><\/div><\/div><\/div><div class=\"clearboth\"><\/div><style>#thegem-divider-69de32c00b94c {margin-top: 30px !important;}<\/style><div id=\"thegem-divider-69de32c00b94c\" class=\"gem-divider  \" style=\"\" ><\/div>[vc_column_text css=&#8221;&#8221;]<\/p>\n<div style=\"text-align: center;\"><strong>Dedicated project team and flexible collaboration model<br \/>\n<\/strong><\/div>\n<p>[\/vc_column_text][vc_separator color=&#8221;custom&#8221; el_width=&#8221;40&#8243; accent_color=&#8221;#FF643B&#8221;][vc_column_text css=&#8221;&#8221;]<\/p>\n<div style=\"text-align: center;\">We tailor our approach to your needs \u2013 you can outsource the entire project to us, build a hybrid team with your staff, or scale using our resources as needed.<\/div>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_disable_tablet=&#8221;1&#8243; el_disable_mobile=&#8221;1&#8243; css=&#8221;.vc_custom_1669716307727{margin-bottom: 0px !important;}&#8221;][vc_column]<div class=\"clearboth\"><\/div><style>#thegem-divider-69de32c00b97b {margin-top: 60px !important;}<\/style><div id=\"thegem-divider-69de32c00b97b\" class=\"gem-divider  \" style=\"\" ><\/div>[\/vc_column][\/vc_row][vc_row][vc_column][vc_column_text css=&#8221;.vc_custom_1770207641966{margin-top: -7px !important;}&#8221; css_animation=&#8221;none&#8221;]<\/p>\n<div class=\"styled-subtitle\">Got the data but missing annotation? We\u2019ve got you covered \u2013 accurately, quickly, and with quality control.<\/div>\n<p>[\/vc_column_text][vc_separator color=&#8221;custom&#8221; align=&#8221;align_left&#8221; el_width=&#8221;40&#8243; css=&#8221;&#8221; accent_color=&#8221;#FF643B&#8221;]<style id=\"wpforms-css-vars-114725\">\n\t\t\t\t#wpforms-114725 {\n\t\t\t\t--wpforms-field-size-input-height: 43px;\n--wpforms-field-size-input-spacing: 15px;\n--wpforms-field-size-font-size: 16px;\n--wpforms-field-size-line-height: 19px;\n--wpforms-field-size-padding-h: 14px;\n--wpforms-field-size-checkbox-size: 16px;\n--wpforms-field-size-sublabel-spacing: 5px;\n--wpforms-field-size-icon-size: 1;\n--wpforms-label-size-font-size: 16px;\n--wpforms-label-size-line-height: 19px;\n--wpforms-label-size-sublabel-font-size: 14px;\n--wpforms-label-size-sublabel-line-height: 17px;\n--wpforms-button-size-font-size: 17px;\n--wpforms-button-size-height: 41px;\n--wpforms-button-size-padding-h: 15px;\n--wpforms-button-size-margin-top: 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Let us know if you want to send a larger file.<\/div><\/div><div id=\"wpforms-114725-field_16-container\" class=\"wpforms-field wpforms-field-content\" data-field-id=\"16\"><div id=\"wpforms-114725-field_16\" class=\"wpforms-field-large wpforms-field-row\" aria-errormessage=\"wpforms-114725-field_16-error\"><p><span style=\"font-size:x-small\">By clicking \"Send\" you accept the <a href=\"https:\/\/skrivanek.pl\/en\/about-us\/standards\/privacy-policy\/\">privacy policy<\/a> of Skrivanek<\/span><\/p>\n<div class=\"wpforms-field-content-display-frontend-clear\"><\/div><\/div><\/div><div id=\"wpforms-114725-field_17-container\" class=\"wpforms-field wpforms-field-hidden\" data-field-id=\"17\"><input type=\"hidden\" id=\"wpforms-114725-field_17\" name=\"wpforms[fields][17]\" value=\"[channel]\"><\/div><div id=\"wpforms-114725-field_18-container\" class=\"wpforms-field wpforms-field-hidden\" data-field-id=\"18\"><input type=\"hidden\" id=\"wpforms-114725-field_18\" name=\"wpforms[fields][18]\" value=\"[channeldrilldown1]\"><\/div><div id=\"wpforms-114725-field_21-container\" class=\"wpforms-field wpforms-field-hidden\" data-field-id=\"21\"><input type=\"hidden\" id=\"wpforms-114725-field_21\" name=\"wpforms[fields][21]\" value=\"[channeldrilldown2]\"><\/div><div id=\"wpforms-114725-field_20-container\" class=\"wpforms-field wpforms-field-hidden\" data-field-id=\"20\"><input type=\"hidden\" id=\"wpforms-114725-field_20\" name=\"wpforms[fields][20]\" value=\"[channeldrilldown3]\"><\/div><div id=\"wpforms-114725-field_19-container\" class=\"wpforms-field wpforms-field-hidden\" data-field-id=\"19\"><input type=\"hidden\" id=\"wpforms-114725-field_19\" name=\"wpforms[fields][19]\" value=\"[landingpage]\"><\/div><div id=\"wpforms-114725-field_22-container\" class=\"wpforms-field wpforms-field-hidden\" data-field-id=\"22\"><input type=\"hidden\" id=\"wpforms-114725-field_22\" name=\"wpforms[fields][22]\" value=\"[landingpagegroup]\"><\/div><div id=\"wpforms-114725-field_23-container\" class=\"wpforms-field wpforms-field-hidden\" data-field-id=\"23\"><input type=\"hidden\" id=\"wpforms-114725-field_23\" name=\"wpforms[fields][23]\" value=\"[gclid]\"><\/div><\/div><!-- .wpforms-field-container --><div class=\"wpforms-recaptcha-container wpforms-is-recaptcha wpforms-is-recaptcha-type-v3\" ><input type=\"hidden\" name=\"wpforms[recaptcha]\" value=\"\"><\/div><div class=\"wpforms-submit-container\" ><input type=\"hidden\" name=\"wpforms[id]\" value=\"114725\"><input type=\"hidden\" name=\"page_title\" value=\"\"><input type=\"hidden\" name=\"page_url\" value=\"https:\/\/skrivanek.pl\/en\/wp-json\/wp\/v2\/pages\/144878\"><input type=\"hidden\" name=\"url_referer\" value=\"\"><button type=\"submit\" name=\"wpforms[submit]\" id=\"wpforms-submit-114725\" class=\"wpforms-submit\" data-alt-text=\"Sending\" data-submit-text=\"Send\" aria-live=\"assertive\" value=\"wpforms-submit\">Send<\/button><\/div><\/form><\/div>  <!-- .wpforms-container -->[vc_column_text css=&#8221;&#8221; css_animation=&#8221;right-to-left&#8221;]<\/p>\n<div class=\"title-h5\" style=\"text-align: left;\"><span class=\"light\">Clients who trust us<br \/>\n<\/span><\/div>\n<p>[\/vc_column_text][vc_single_image image=&#8221;141626&#8243; img_size=&#8221;full&#8221; css=&#8221;&#8221;][\/vc_column][\/vc_row][vc_row equal_height=&#8221;yes&#8221; css=&#8221;.vc_custom_1602592445816{margin-top: 0px !important;margin-bottom: 0px !important;}&#8221;][vc_column css=&#8221;.vc_custom_1770207898166{margin-top: 0px !important;margin-bottom: 0px !important;}&#8221;][vc_column_text css=&#8221;&#8221;]<\/p>\n<h6>What is data annotation, and how can you start your own project?<\/h6>\n<p>Data is the fuel that powers technology. However, raw data alone is not enough. In order for it to be useful to an AI model, it needs to be properly prepared. This is where data annotation comes in.<\/p>\n<p>In this article, you\u2019ll learn:<br \/>\n\u2022 what data annotation actually is,<br \/>\n\u2022 what types of annotation exist,<br \/>\n\u2022 how to plan a successful annotation project,<br \/>\n\u2022 what to watch out for.<\/p>\n<h6 class=\"styled-subtitle\">What is data annotation?<\/h6>\n<p>In simple terms, data annotation is the process of labelling or tagging data in a way that makes it understandable for artificial intelligence systems. Imagine you have thousands of images of rabbits and hamsters, but the computer doesn\u2019t know which is which. To help the algorithm learn, you have to tell it by marking one image as a rabbit, and another as a hamster. Annotation is an essential step in preparing data for training machine learning models or AI systems. It gives the machine context and allows it to understand what it\u2019s processing.[\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][vc_empty_space][vc_column_text css=&#8221;&#8221;]<\/p>\n<h6>Why does data annotation matter?<\/h6>\n<p>Imagine giving a translator a document with no punctuation, formatting or cultural context. This is how a machine &#8216;feels&#8217; when it receives unstructured, raw data.<br \/>\nAnnotation acts like a translation in that it tells the algorithm what something means, what to focus on, and how to interpret images, sound or text.<\/p>\n<p>The quality of your annotation directly impacts:<br \/>\n\u2022 the accuracy of your AI model,<br \/>\n\u2022 the decisions the system will make,<br \/>\n\u2022 the speed of implementation,<br \/>\n\u2022 the overall cost of the project.<\/p>\n<h6>What are the main types of annotation?<\/h6>\n<p>The type of annotation you choose depends on the kind of data you have and your project goals. Here are the most common types:[\/vc_column_text][vc_row_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_empty_space height=&#8221;15&#8243;][vc_icon type=&#8221;linecons&#8221; icon_linecons=&#8221;vc_li vc_li-pen&#8221; color=&#8221;custom&#8221; css=&#8221;&#8221; custom_color=&#8221;#FF6440&#8243;][vc_column_text css=&#8221;&#8221;]<\/p>\n<h4>Text annotation<\/h4>\n<p>Used in chatbots, sentiment analysis, automatic translation, and more. You might annotate user intent, tone, named entities, or product categories.<br \/>\n<strong>Example<\/strong>: Tagging the word \u201cAmsterdam\u201d as a city and \u201cLufthansa\u201d as a company name.[\/vc_column_text][vc_empty_space height=&#8221;15&#8243;][\/vc_column_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_empty_space height=&#8221;15&#8243;][vc_icon type=&#8221;linecons&#8221; icon_linecons=&#8221;vc_li vc_li-photo&#8221; color=&#8221;custom&#8221; css=&#8221;&#8221; custom_color=&#8221;#FF6440&#8243;][vc_column_text css=&#8221;&#8221;]<\/p>\n<h4>Image annotation<\/h4>\n<p>Useful in object recognition systems, autonomous vehicles, medical imaging, or e-commerce.[\/vc_column_text][vc_empty_space height=&#8221;15&#8243;][\/vc_column_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_empty_space height=&#8221;15&#8243;][vc_icon type=&#8221;linecons&#8221; icon_linecons=&#8221;vc_li vc_li-music&#8221; color=&#8221;custom&#8221; css=&#8221;&#8221; custom_color=&#8221;#FF6440&#8243;][vc_column_text css=&#8221;&#8221;]<\/p>\n<h4>Audio annotation<\/h4>\n<p>Applies to voice assistants, speech recognition, or sound detection. You might label speech segments, background noise, speaker emotion, or language.[\/vc_column_text][vc_empty_space height=&#8221;15&#8243;][\/vc_column_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_empty_space height=&#8221;15&#8243;][vc_icon type=&#8221;linecons&#8221; icon_linecons=&#8221;vc_li vc_li-video&#8221; color=&#8221;custom&#8221; css=&#8221;&#8221; custom_color=&#8221;#FF6440&#8243;][vc_column_text css=&#8221;&#8221;]<\/p>\n<h4>Video annotation<\/h4>\n<p>Combines image and audio annotation over time, labelling objects in motion, tracking behaviours and detecting actions.[\/vc_column_text][vc_empty_space height=&#8221;15&#8243;][\/vc_column_inner][\/vc_row_inner][vc_column_text css=&#8221;&#8221;]<\/p>\n<h6><strong>How to prepare a data annotation project?<\/strong><\/h6>\n<p>A well-structured annotation project is half the battle. Here are the key steps:<\/p>\n<p><strong>1. Define your goal<\/strong><\/p>\n<p>Start with the question: <strong>Why do I need annotation?<\/strong> Are you trying to build a better recommendation engine, automate customer support, or improve visual search?<\/p>\n<p>The clearer your goal, the easier it will be to define the right approach and tools.<\/p>\n<p><strong>2. Collect your data<\/strong><\/p>\n<p>You can&#8217;t annotate anything if you don&#8217;t have the data. Get all the files you need \u2013 texts, recordings, images, videos. Make sure they\u2019re high-quality and legally compliant (e.g. GDPR, if applicable).<\/p>\n<p><strong>3. Choose tools and platforms<\/strong><\/p>\n<p>There are loads of annotation tools out there \u2013 some are open-source, some are commercial, some have automation features and some involve a human in the loop. Choose one that suits your needs.<\/p>\n<p><strong>4. Create annotation guidelines<\/strong><\/p>\n<p>This is your instruction manual for annotators. It should clearly explain:<\/p>\n<ul>\n<li>what to annotate,<\/li>\n<li>how to do it (e.g., boxes, codes, labels),<\/li>\n<li>what to avoid,<\/li>\n<li>include correct and incorrect examples.<\/li>\n<\/ul>\n<p>Good documentation = better consistency and fewer errors. A video tutorial with a short demo showing how to perform the annotation might also be helpful.<\/p>\n<p><strong>5. Build an annotation team (or Outsource It)<\/strong><\/p>\n<p>You can create your own internal annotation team or partner with a specialized provider. Keep in mind that annotation is time-consuming and requires precision.<\/p>\n<p>If you want speed and quality, outsourcing to an experienced agency may be your best bet.<\/p>\n<p>A good option is also to build a team consisting of people from your organization and an external company.<\/p>\n<p><strong>6. Implement quality control (QA)<\/strong><\/p>\n<p>Not every annotation will be perfect on the first try. That\u2019s why quality assurance is essential: random checks, peer reviews, corrections, annotator feedback. This ensures your data is actually usable and reliable.<\/p>\n<p><strong>What to watch out for?<\/strong><\/p>\n<ul>\n<li><strong>Vague project goals<\/strong> \u2013 without a clear objective, it\u2019s hard to define success.<\/li>\n<li><strong>Unclear instructions<\/strong> \u2013 lead to inconsistent and poor-quality annotations.<\/li>\n<li><strong>No quality assurance<\/strong> \u2013 you risk training your model on flawed data.<\/li>\n<li><strong>Too few examples<\/strong> \u2013 your AI model won\u2019t learn properly if the dataset is too limited.<\/li>\n<\/ul>\n<h6><strong>Why can a translation agency help with annotation?<\/strong><\/h6>\n<p>You might be wondering what a translation agency has to do with data annotation.<\/p>\n<p>A lot, actually. Language professionals are trained in precision, cultural nuance, and working with multilingual content. This makes them ideal for <strong>text annotation<\/strong>, especially in projects involving:<\/p>\n<ul>\n<li>natural language processing (NLP),<\/li>\n<li>multilingual chatbots,<\/li>\n<li>sentiment analysis across different markets,<\/li>\n<li>OCR and machine translation systems.<\/li>\n<\/ul>\n<p>If you&#8217;re working with datasets in multiple languages or cultural contexts, you&#8217;ll benefit from a partner who understands both language and AI.<\/p>\n<h6><strong>Ready to start your annotation project?<\/strong><\/h6>\n<p>If you&#8217;ve already got data and want to make the most of it in your AI project, we&#8217;re here to help. From project planning and data annotation to quality assurance and delivery, we\u2019ve got you covered.<\/p>\n<p>Let\u2019s talk! Contact us today to turn your raw data into actionable, AI-ready content.[\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][vc_column_text css=&#8221;&#8221;]<\/p>\n<h6>Summary<\/h6>\n<p>Data annotation is a crucial step in developing effective AI-based solutions. Whether you&#8217;re working on a chatbot, image recognition system, sentiment analysis, or machine translation \u2013 you need data that &#8220;speaks the language&#8221; of your algorithm.<\/p>\n<p>At Skrivanek, we combine linguistic expertise, precision, and technological know-how to deliver data that\u2019s perfectly prepared for training AI and machine learning models. We support multiple languages, various data types (text, audio, image, video), and over 100 file formats. Every project is handled with a strong focus on quality, consistency, and data security.<\/p>\n<p>If you value a professional approach, flexible collaboration, and real technological support \u2013 we\u2019re here to help. Turn raw data into real business value with the help of Skrivanek\u2019s annotation experts.[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>[vc_row full_width=&#8221;stretch_row_content&#8221; gap=&#8221;15&#8243; css=&#8221;.vc_custom_1765283118706{margin-bottom: 0px !important;padding-bottom: 0px !important;padding-left: 35px !important;background-image: url(https:\/\/skrivanek.pl\/wp-content\/uploads\/2025\/12\/Website-Background-scaled.jpg?id=147839) !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221;][vc_column css=&#8221;.vc_custom_1764149026182{background-color: #FFFFFF00&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":"","_wp_rev_ctl_limit":""},"class_list":["post-144878","page","type-page","status-publish"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Annotation - Skrivanek - agencja t\u0142umacze\u0144<\/title>\n<meta name=\"description\" content=\"Skrivanek \u2013 your partner in data annotation. 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