{"id":43524,"date":"2026-05-14T12:35:06","date_gmt":"2026-05-14T12:35:06","guid":{"rendered":"https:\/\/devwp1.websiteserverhost.biz\/iflair_site\/?post_type=portfolio_page&p=43524"},"modified":"2026-05-21T11:05:58","modified_gmt":"2026-05-21T11:05:58","slug":"ai-quotation-wizard","status":"publish","type":"portfolio_page","link":"https:\/\/devwp1.websiteserverhost.biz\/iflair_site\/portfolio-page\/ai-quotation-wizard\/","title":{"rendered":"AI Quotation Wizard"},"content":{"rendered":"

[vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” z_index=”” el_class=”portfolio-container about-port ncst-about-section” css=”.vc_custom_1778573826072{padding-top: 100px !important;padding-bottom: 67.5px !important;background-color: #ffffff !important;}”][vc_column width=”1\/2″ el_class=”port-content-box” offset=”vc_col-lg-offset-0 vc_col-lg-6 vc_col-md-6 vc_col-xs-12″][vc_column_text css=”” el_class=”port-title”]<\/p>\n

About AI Quotation Wizard<\/span><\/h1>\n

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AI Quotation Wizard is an <\/span>AI-powered backend automation solution<\/span> that transforms complex aluminium window supplier drawings (Zobeko PDFs) into quotation-ready structured data. The system <\/span>eliminates manual interpretation of technical drawings<\/span>, where engineers previously spent hours calculating glass dimensions, quantities, and areas with a high risk of human error.<\/span><\/p>\n

Built on an n8n workflow and powered by Qwen2-VL, the solution intelligently reads supplier PDFs, interprets technical drawing annotations, extracts precise glass fabrication details, and performs accurate material calculations. The processed data is delivered to frontend, enabling faster, more reliable, and scalable quotation generation.<\/span><\/p>\n

[\/vc_column_text][\/vc_column][vc_column width=”1\/2″ el_class=”port-img-box” offset=”vc_col-lg-6 vc_col-md-6 vc_col-xs-12″][vc_single_image source=”featured_image” img_size=”full” alignment=”center” css=”” qode_css_animation=””][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” z_index=”” el_class=”solution-highlights-section” css=”.vc_custom_1778574282399{padding-top: 67.5px !important;padding-bottom: 85px !important;background-color: #ffffff !important;}”][vc_column width=”1\/2″ offset=”vc_col-lg-offset-0 vc_col-lg-6 vc_col-md-6 vc_col-xs-12″][vc_single_image image=”43526″ img_size=”full” alignment=”center” css=”” qode_css_animation=””][\/vc_column][vc_column width=”1\/2″ offset=”vc_col-lg-6 vc_col-md-6 vc_col-xs-12″][vc_column_text css=”.vc_custom_1778505155069{margin-bottom: 13px !important;}” el_class=”cmn-line port-title”]<\/p>\n

Solution Highlights<\/h2>\n

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Automated PDF Intake & Processing<\/span><\/strong><\/p>\n

    \n
  • Ingests Zobeko PDFs via webhook.<\/span><\/li>\n
  • Converts files to vector text and images.<\/span><\/li>\n<\/ul>\n

    AI-Based Drawing Interpretation<\/span><\/strong><\/p>\n

      \n
    • Reads technical drawings using Qwen2-VL.<\/span><\/li>\n
    • Processes pages independently for accuracy.<\/span><\/li>\n<\/ul>\n

      Glass Dimension Extraction<\/span><\/strong><\/p>\n

        \n
      • Extracts glass width, height, and thickness.<\/span><\/li>\n
      • Excludes frame and non-glass data.<\/span><\/li>\n<\/ul>\n

        Position & Quantity Detection<\/span><\/strong><\/p>\n

          \n
        • Identifies position labels and quantities.<\/span><\/li>\n
        • Maps annotations accurately.<\/span><\/li>\n<\/ul>\n

          Model \/ Shape Glass Detection<\/span><\/strong><\/p>\n

            \n
          • Flags angled or slanted glass.<\/span><\/li>\n
          • Uses bounding-box logic for calculation.<\/span><\/li>\n<\/ul>\n

            Automated Glass Area Calculation<\/span><\/strong><\/p>\n

              \n
            • Computes glass area in square meters.<\/span><\/li>\n
            • Applies quantity-based aggregation.<\/span><\/li>\n<\/ul>\n

              Data Validation & Normalization<\/span><\/strong><\/p>\n

                \n
              • Outputs strict, validated JSON.<\/span><\/li>\n
              • Omits unclear or incomplete data.<\/span><\/li>\n<\/ul>\n

                Structured Output<\/span><\/strong><\/p>\n

                  \n
                • Delivers quotation data to frontend.<\/span><\/li>\n<\/ul>\n

                  [\/vc_column_text][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” z_index=”” css=”.vc_custom_1778565840489{padding-top: 85px !important;padding-bottom: 85px !important;background-color: #F6FEFF !important;}” el_class=”key-features-section”][vc_column][vc_column_text css=”” el_class=”port-title”]<\/p>\n

                  Key Features<\/h2>\n

                  [\/vc_column_text][vc_row_inner row_type=”row” type=”full_width” text_align=”left” css_animation=”” el_class=”key-features-row”][vc_column_inner el_class=”key-features-box” width=”1\/3″][vc_column_text css=”” el_class=”key-features-heading”]<\/p>\n

                  PDF Intake & Preprocessing<\/span><\/h3>\n

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                    \n
                  • Receives supplier PDFs via webhook.<\/span><\/li>\n
                  • Converts PDFs to vector text and images.<\/span><\/li>\n<\/ul>\n

                    [\/vc_column_text][\/vc_column_inner][vc_column_inner el_class=”key-features-box” width=”1\/3″][vc_column_text css=”” el_class=”key-features-heading”]<\/p>\n

                    AI Vision & Text Analysis<\/span><\/h3>\n

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                      \n
                    • Interprets technical drawings using GPT-4o.<\/span><\/li>\n
                    • Extracts glass-related attributes.<\/span><\/li>\n<\/ul>\n

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                      Glass Data Extraction<\/span><\/h3>\n

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                        \n
                      • Captures dimensions, thickness, and quantities.<\/span><\/li>\n
                      • Ignores non-glass construction elements.<\/span><\/li>\n<\/ul>\n

                        [\/vc_column_text][\/vc_column_inner][vc_column_inner el_class=”key-features-box” width=”1\/3″][vc_column_text css=”” el_class=”key-features-heading”]<\/p>\n

                        Position & Annotation Mapping<\/span><\/h3>\n

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                          \n
                        • Detects position labels and drawing references.<\/span><\/li>\n
                        • Links quantities to correct glass panels.<\/span><\/li>\n<\/ul>\n

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                          Model \/ Shape Detection<\/span><\/h3>\n

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                            \n
                          • Identifies angled or slanted glass panels.<\/span><\/li>\n
                          • Applies geometry-based bounding logic.<\/span><\/li>\n<\/ul>\n

                            [\/vc_column_text][\/vc_column_inner][vc_column_inner el_class=”key-features-box” width=”1\/3″][vc_column_text css=”” el_class=”key-features-heading”]<\/p>\n

                            Calculation & Aggregation<\/span><\/h3>\n

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                              \n
                            • Calculates glass area in square meters.<\/span><\/li>\n
                            • Aggregates results by position and thickness.<\/span><\/li>\n<\/ul>\n

                              [\/vc_column_text][\/vc_column_inner][vc_column_inner width=”1\/3″][vc_column_text css=”” el_class=”key-features-heading”]<\/p>\n

                              Data Validation & Normalization<\/span><\/h3>\n

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                                \n
                              • Validates AI output into strict JSON.<\/span><\/li>\n
                              • Excludes ambiguous or invalid data.<\/span><\/li>\n<\/ul>\n

                                [\/vc_column_text][\/vc_column_inner][vc_column_inner width=”1\/3″][vc_column_text css=”” el_class=”key-features-heading”]<\/p>\n

                                API Response & Integration<\/span><\/h3>\n

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                                  \n
                                • Returns quotation-ready structured JSON.<\/span><\/li>\n
                                • Integrates seamlessly with frontend systems.<\/span><\/li>\n<\/ul>\n

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                                  Results achieved<\/h2>\n

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                                    \n
                                  • Reduces quotation preparation time from hours to minutes through automated drawing analysis.<\/li>\n
                                  • Eliminates manual calculation errors with AI-driven dimension extraction and validation.<\/li>\n
                                  • Improves quotation accuracy by extracting only glass-relevant data from technical drawings.<\/li>\n<\/ul>\n

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                                      \n
                                    • Scales effortlessly to handle high volumes of supplier PDFs with consistent results.<\/li>\n
                                    • Enhances operational efficiency by standardizing and automating the quotation workflow.<\/li>\n<\/ul>\n

                                      [\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” z_index=”” css=”.vc_custom_1714651326709{padding-top: 90px !important;padding-bottom: 90px !important;background-color: #e5f9ff !important;}” el_class=”portfolio-container info-sec”][vc_column][vc_column_text css=”” el_class=”port-title center-title”]<\/p>\n

                                      AUTOMATION TESTING TOOLS<\/h2>\n

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                                      \"Pytest\"

                                      Pytest<\/h3><\/span><\/div>[\/vc_column_inner][vc_column_inner width=”1\/5″ offset=”vc_col-lg-offset-0 vc_col-lg-2 vc_col-md-offset-0 vc_col-md-4 vc_col-sm-offset-0 vc_col-xs-12″]
                                      \"FastAPI

                                      FastAPI TestClient<\/h3><\/span><\/div>[\/vc_column_inner][vc_column_inner width=”1\/5″ offset=”vc_col-lg-offset-0 vc_col-lg-2 vc_col-md-offset-0 vc_col-md-4 vc_col-sm-offset-0 vc_col-xs-12″]
                                      \"Apache

                                      Apache JMeter<\/h3><\/span><\/div>[\/vc_column_inner][vc_column_inner width=”1\/5″ offset=”vc_col-lg-offset-0 vc_col-lg-2 vc_col-md-offset-0 vc_col-md-4 vc_col-sm-offset-0 vc_col-xs-12″]
                                      \"Extent

                                      Extent Reports<\/h3><\/span><\/div>[\/vc_column_inner][vc_column_inner width=”1\/5″]
                                      \"Jira\"

                                      Jira<\/h3><\/span><\/div>[\/vc_column_inner][vc_column_inner width=”1\/5″]
                                      \"GitHub

                                      GitHub Actions<\/h3><\/span><\/div>[\/vc_column_inner][vc_column_inner width=”1\/5″]
                                      \"Amazon

                                      Amazon EC2<\/h3><\/span><\/div>[\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” z_index=”” css=”.vc_custom_1778573562547{padding-top: 90px !important;padding-bottom: 90px !important;background-color: #e5f9ff !important;}” el_class=”portfolio-container project-screenshots-slider-section ncst-project-screenshots-slider-section”][vc_column][vc_column_text el_class=”port-title center-title”]<\/p>\n

                                      Project Screenshots<\/h2>\n

                                      [\/vc_column_text][vc_column_text]<\/p>\n

                                      \t

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                                      \r\n\t\t\t\t\t\t\t\t\t\"\"\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\t\t\t<\/div>\r\n\t\t\t
                                      \r\n\t\t\t\t
                                      <\/div>\r\n\t\t\t<\/div>\r\n\t\t\t
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                                      <\/div>\r\n\t\t<\/div>\r\n\t<\/div>\n

                                      [\/vc_column_text][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” z_index=”” css=”.vc_custom_1714651326709{padding-top: 90px !important;padding-bottom: 90px !important;background-color: #e5f9ff !important;}” el_class=”portfolio-container info-sec”][vc_column][vc_column_text el_class=”port-title center-title”]<\/p>\n

                                      Technologies used<\/h2>\n

                                      [\/vc_column_text][vc_row_inner row_type=”row” type=”full_width” text_align=”left” css_animation=”” css=”.vc_custom_1714651623013{padding-top: 40px !important;}”][vc_column_inner width=”1\/5″]

                                      \"FastAPI\"

                                      FastAPI<\/h3><\/span><\/div>[\/vc_column_inner][vc_column_inner width=”1\/5″ offset=”vc_col-lg-offset-0 vc_col-lg-2 vc_col-md-offset-0 vc_col-md-4 vc_col-sm-offset-0 vc_col-xs-12″]
                                      \"n8n\"

                                      n8n<\/h3><\/span><\/div>[\/vc_column_inner][vc_column_inner width=”1\/5″ offset=”vc_col-lg-offset-0 vc_col-lg-2 vc_col-md-offset-0 vc_col-md-4 vc_col-sm-offset-0 vc_col-xs-12″]
                                      \"React.js\"

                                      React.js<\/h3><\/span><\/div>[\/vc_column_inner][vc_column_inner width=”1\/5″ offset=”vc_col-lg-offset-0 vc_col-lg-2 vc_col-md-offset-0 vc_col-md-4 vc_col-sm-offset-0 vc_col-xs-12″]
                                      \"Qwen2-VL\"

                                      Qwen2-VL<\/h3><\/span><\/div>[\/vc_column_inner][vc_column_inner width=”1\/5″]
                                      \"PyMuPDF\"

                                      PyMuPDF<\/h3><\/span><\/div>[\/vc_column_inner][\/vc_row_inner][vc_row_inner row_type=”row” type=”full_width” text_align=”left” css_animation=”” css=”.vc_custom_1714651623013{padding-top: 40px !important;}”][vc_column_inner width=”1\/5″]
                                      \"pdf2image\"

                                      pdf2image<\/h3><\/span><\/div>[\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"

                                      [vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” z_index=”” el_class=”portfolio-container about-port ncst-about-section” css=”.vc_custom_1778573826072{padding-top: 100px !important;padding-bottom: 67.5px !important;background-color: #ffffff !important;}”][vc_column width=”1\/2″ el_class=”port-content-box” offset=”vc_col-lg-offset-0 vc_col-lg-6 vc_col-md-6 vc_col-xs-12″][vc_column_text css=”” el_class=”port-title”] About AI Quotation…<\/p>\n","protected":false},"author":26,"featured_media":43594,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","portfolio_category":[2336],"portfolio_tag":[],"class_list":["post-43524","portfolio_page","type-portfolio_page","status-publish","has-post-thumbnail","hentry","portfolio_category-ai-ml"],"acf":[],"yoast_head":"\nAI Quotation Wizard - iFlair Web Technologies<\/title>\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 Quotation Wizard - iFlair Web Technologies\" \/>\n<meta property=\"og:description\" content=\"[vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” z_index=”” el_class=”portfolio-container about-port ncst-about-section” css=”.vc_custom_1778573826072{padding-top: 100px !important;padding-bottom: 67.5px !important;background-color: #ffffff !important;}”][vc_column width=”1\/2″ el_class=”port-content-box” offset=”vc_col-lg-offset-0 vc_col-lg-6 vc_col-md-6 vc_col-xs-12″][vc_column_text css=”” el_class=”port-title”] About AI Quotation...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/devwp1.websiteserverhost.biz\/iflair_site\/portfolio-page\/ai-quotation-wizard\/\" \/>\n<meta property=\"og:site_name\" content=\"iFlair Web Technologies\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-21T11:05:58+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/devwp1.websiteserverhost.biz\/iflair_site\/wp-content\/uploads\/2026\/05\/AIQuotationWizard_FeatureImage.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"730\" \/>\n\t<meta property=\"og:image:height\" content=\"449\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"7 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/devwp1.websiteserverhost.biz\/iflair_site\/portfolio-page\/ai-quotation-wizard\/\",\"url\":\"https:\/\/devwp1.websiteserverhost.biz\/iflair_site\/portfolio-page\/ai-quotation-wizard\/\",\"name\":\"AI Quotation Wizard - 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