{"id":33283,"date":"2024-07-31T10:06:14","date_gmt":"2024-07-31T10:06:14","guid":{"rendered":"https:\/\/codoid.com\/?page_id=33283"},"modified":"2024-08-27T14:37:37","modified_gmt":"2024-08-27T14:37:37","slug":"llm","status":"publish","type":"page","link":"https:\/\/codoid.com\/testing-services\/llm\/","title":{"rendered":"LLM Testing Services"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Banner Section&#8221; module_class=&#8221;QaserviceBanner&#8221; _builder_version=&#8221;4.18.0&#8243; background_color=&#8221;#FFFFFF&#8221; custom_margin=&#8221;0px|0px|0px|0px|false|false&#8221; custom_padding=&#8221;0px|0px|0px|0px|false|false&#8221; collapsed=&#8221;on&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row disabled_on=&#8221;on|off|off&#8221; module_class=&#8221;seccontainer serviceqa mapsample banner-center&#8221; _builder_version=&#8221;4.23.3&#8243; width=&#8221;100%&#8221; max_width=&#8221;100%&#8221; custom_margin=&#8221;0px|0px|0px|0px|false|false&#8221; 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This inherent complexity requires innovative testing strategies that go beyond traditional methods to mitigate potential issues before they impact real-world applications. So we have tailored an approach to address these unique challenges and ensure that your AI &#038; LLM models are ready for the real world. <\/p>\n<p>The accuracy of outputs will play a great part in the success of any AI model. We focus on preventing hallucinations that cause the model to generate incorrect or nonsensical information. Likewise, it is equally important to optimize response times to deliver a seamless and responsive user experience. Additionally, we ensure the prevention of data leakage by implementing stringent testing protocols to protect sensitive information and comply with data privacy standards. <\/p>\n<p>Our commitment to continuous learning &#038; improvement will pave the path for our testing strategies to evolve as these models evolve and adapt to new data, environments, and requirements. By partnering with us, you will have a trusted ally to maximize the value and impact of your AI and LLM initiatives.[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;image-box-1&#8243; module_class=&#8221;image-box-1&#8243; _builder_version=&#8221;4.23.3&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#f5f5f5&#8243; locked=&#8221;off&#8221; collapsed=&#8221;on&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row use_custom_gutter=&#8221;on&#8221; gutter_width=&#8221;1&#8243; module_class=&#8221;seccontainer sec-header no-break&#8221; _builder_version=&#8221;4.23.3&#8243; custom_margin=&#8221;|auto||auto|false|false&#8221; custom_padding=&#8221;0px||0px||true|false&#8221; locked=&#8221;off&#8221; collapsed=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_text module_class=&#8221;heading&#8221; 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global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>What Do <span>We Check?<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_3,1_3,1_3&#8243; module_class=&#8221;seccontainer&#8221; _builder_version=&#8221;4.20.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb icon_placement=&#8221;left&#8221; image_icon_width=&#8221;100px&#8221; _builder_version=&#8221;4.23.3&#8243; _module_preset=&#8221;default&#8221; header_level=&#8221;h3&#8243; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#000000&#8243; header_font_size=&#8221;20px&#8221; image_icon_custom_margin=&#8221;|20px|||false|false&#8221; border_radii_image=&#8221;on|20px|20px|20px|20px&#8221; global_colors_info=&#8221;{}&#8221;]<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Correctness-1-300x300.png\" width=\"300\" height=\"300\" alt=\"Correctness\" class=\"wp-image-33381 alignnone size-medium\" srcset=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Correctness-1-300x300.png 300w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Correctness-1-150x150.png 150w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Correctness-1-24x24.png 24w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Correctness-1-36x36.png 36w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Correctness-1-48x48.png 48w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Correctness-1.png 396w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>Correctness<\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb icon_placement=&#8221;left&#8221; image_icon_width=&#8221;100px&#8221; _builder_version=&#8221;4.23.3&#8243; _module_preset=&#8221;default&#8221; header_level=&#8221;h3&#8243; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#000000&#8243; header_font_size=&#8221;20px&#8221; image_icon_custom_margin=&#8221;|20px|||false|false&#8221; border_radii_image=&#8221;on|20px|20px|20px|20px&#8221; global_colors_info=&#8221;{}&#8221;]<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Relevance-300x300.png\" width=\"300\" height=\"300\" alt=\"Relevance\" class=\"wp-image-33458 alignnone size-medium\" srcset=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Relevance-300x300.png 300w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Relevance-150x150.png 150w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Relevance-24x24.png 24w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Relevance-36x36.png 36w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Relevance-48x48.png 48w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Relevance.png 396w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>Relevance<\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb icon_placement=&#8221;left&#8221; image_icon_width=&#8221;100px&#8221; _builder_version=&#8221;4.23.3&#8243; _module_preset=&#8221;default&#8221; header_level=&#8221;h3&#8243; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#000000&#8243; header_font_size=&#8221;20px&#8221; image_icon_custom_margin=&#8221;|20px|||false|false&#8221; border_radii_image=&#8221;on|20px|20px|20px|20px&#8221; global_colors_info=&#8221;{}&#8221;]<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Performance-1-300x300.png\" width=\"300\" height=\"300\" alt=\"Performance\" class=\"wp-image-33382 alignnone size-medium\" srcset=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Performance-1-300x300.png 300w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Performance-1-150x150.png 150w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Performance-1-24x24.png 24w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Performance-1-36x36.png 36w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Performance-1-48x48.png 48w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Performance-1.png 396w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>Performance<\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_3,1_3,1_3&#8243; module_class=&#8221;seccontainer&#8221; _builder_version=&#8221;4.20.2&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;0px||||false|false&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb icon_placement=&#8221;left&#8221; image_icon_width=&#8221;100px&#8221; _builder_version=&#8221;4.23.3&#8243; _module_preset=&#8221;default&#8221; header_level=&#8221;h3&#8243; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#000000&#8243; header_font_size=&#8221;20px&#8221; image_icon_custom_margin=&#8221;|20px|||false|false&#8221; border_radii_image=&#8221;on|20px|20px|20px|20px&#8221; global_colors_info=&#8221;{}&#8221;]<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Robustness-1-300x300.png\" width=\"300\" height=\"300\" alt=\"Robustness\" class=\"wp-image-33385 alignnone size-medium\" srcset=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Robustness-1-300x300.png 300w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Robustness-1-150x150.png 150w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Robustness-1-24x24.png 24w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Robustness-1-36x36.png 36w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Robustness-1-48x48.png 48w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Robustness-1.png 396w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>Robustness<\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb icon_placement=&#8221;left&#8221; image_icon_width=&#8221;100px&#8221; _builder_version=&#8221;4.23.3&#8243; _module_preset=&#8221;default&#8221; header_level=&#8221;h3&#8243; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#000000&#8243; header_font_size=&#8221;20px&#8221; image_icon_custom_margin=&#8221;|20px|||false|false&#8221; border_radii_image=&#8221;on|20px|20px|20px|20px&#8221; global_colors_info=&#8221;{}&#8221;]<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Responsible-Metrics-1-300x300.png\" width=\"300\" height=\"300\" alt=\"Responsible Metrics\" class=\"wp-image-33384 alignnone size-medium\" srcset=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Responsible-Metrics-1-300x300.png 300w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Responsible-Metrics-1-150x150.png 150w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Responsible-Metrics-1-24x24.png 24w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Responsible-Metrics-1-36x36.png 36w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Responsible-Metrics-1-48x48.png 48w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Responsible-Metrics-1.png 396w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>Responsible Metrics<\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb icon_placement=&#8221;left&#8221; image_icon_width=&#8221;100px&#8221; _builder_version=&#8221;4.23.3&#8243; _module_preset=&#8221;default&#8221; header_level=&#8221;h3&#8243; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#000000&#8243; header_font_size=&#8221;20px&#8221; image_icon_custom_margin=&#8221;|20px|||false|false&#8221; border_radii_image=&#8221;on|20px|20px|20px|20px&#8221; global_colors_info=&#8221;{}&#8221;]<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Security-1-300x300.png\" width=\"300\" height=\"300\" alt=\"Security\" class=\"wp-image-33386 alignnone size-medium\" srcset=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Security-1-300x300.png 300w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Security-1-150x150.png 150w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Security-1-24x24.png 24w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Security-1-36x36.png 36w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Security-1-48x48.png 48w, https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Security-1.png 396w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>Security<\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; custom_padding_last_edited=&#8221;on|desktop&#8221; admin_label=&#8221;problem solution&#8221; _builder_version=&#8221;4.20.2&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;50px||50px||true|false&#8221; custom_padding_tablet=&#8221;&#8221; custom_padding_phone=&#8221;50px||50px||true|false&#8221; locked=&#8221;off&#8221; collapsed=&#8221;on&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row module_class=&#8221;seccontainer text-size-large sec-header&#8221; _builder_version=&#8221;4.18.0&#8243; custom_margin=&#8221;||||false|false&#8221; custom_padding=&#8221;0px||0px||true|false&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_text module_class=&#8221;heading &#8221; _builder_version=&#8221;4.23.3&#8243; text_font=&#8221;|600|||||||&#8221; text_text_color=&#8221;#333333&#8243; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;25px&#8221; header_font=&#8221;Avenir-Black|800|||||||&#8221; header_text_align=&#8221;center&#8221; header_text_color=&#8221;#333333&#8243; header_font_size=&#8221;70px&#8221; header_2_font=&#8221;Avenir-Black|800|||||||&#8221; header_2_text_align=&#8221;center&#8221; header_2_text_color=&#8221;#fffffff&#8221; header_2_font_size=&#8221;36px&#8221; header_2_line_height=&#8221;46px&#8221; custom_margin=&#8221;||15px||false|false&#8221; custom_padding=&#8221;||0px||false|false&#8221; header_font_size_tablet=&#8221;50px&#8221; header_font_size_phone=&#8221;30px&#8221; header_font_size_last_edited=&#8221;on|phone&#8221; header_2_font_size_tablet=&#8221;40px&#8221; header_2_font_size_phone=&#8221;24px&#8221; header_2_font_size_last_edited=&#8221;on|phone&#8221; header_2_line_height_tablet=&#8221;46px&#8221; header_2_line_height_phone=&#8221;31px&#8221; header_2_line_height_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Challenges <span>and Solutions<\/span><\/h2>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_2,1_2&#8243; use_custom_gutter=&#8221;on&#8221; gutter_width=&#8221;2&#8243; make_equal=&#8221;on&#8221; module_class=&#8221;elearning-testing-section seccontainer&#8221; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb image=&#8221;https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Challenges-1.png&#8221; alt=&#8221;Challenges&#8221; image_icon_width=&#8221;100%&#8221; content_max_width=&#8221;100%&#8221; _builder_version=&#8221;4.23.3&#8243; _module_preset=&#8221;default&#8221; header_level=&#8221;h5&#8243; header_font=&#8221;Avenir-Heavy|700|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#ffffff&#8221; header_font_size=&#8221;30px&#8221; header_line_height=&#8221;40px&#8221; body_font=&#8221;Avenir-Book|600|||||||&#8221; body_text_align=&#8221;left&#8221; body_text_color=&#8221;#373636&#8243; body_font_size=&#8221;20px&#8221; body_line_height=&#8221;30px&#8221; image_icon_custom_margin=&#8221;||0px||false|false&#8221; custom_padding=&#8221;||||true|true&#8221; child_filter_brightness=&#8221;50%&#8221; header_text_align_tablet=&#8221;left&#8221; header_text_align_phone=&#8221;center&#8221; header_text_align_last_edited=&#8221;on|phone&#8221; header_font_size_tablet=&#8221;30px&#8221; header_font_size_phone=&#8221;24px&#8221; header_font_size_last_edited=&#8221;on|desktop&#8221; header_line_height_tablet=&#8221;40px&#8221; header_line_height_phone=&#8221;34px&#8221; header_line_height_last_edited=&#8221;on|desktop&#8221; body_font_size_tablet=&#8221;20px&#8221; body_font_size_phone=&#8221;16px&#8221; body_font_size_last_edited=&#8221;on|desktop&#8221; body_line_height_tablet=&#8221;30px&#8221; body_line_height_phone=&#8221;22px&#8221; body_line_height_last_edited=&#8221;on|desktop&#8221; border_radii=&#8221;on|10px|10px|10px|10px&#8221; box_shadow_style=&#8221;preset3&#8243; box_shadow_horizontal=&#8221;2px&#8221; box_shadow_vertical=&#8221;2px&#8221; box_shadow_blur=&#8221;9px&#8221; box_shadow_spread=&#8221;0px&#8221; box_shadow_color=&#8221;rgba(0,0,0,0.29)&#8221; global_colors_info=&#8221;{}&#8221;]<span class=\"et_pb_module_header\">Challenges<\/span><\/p>\n<ul class=\"list-groups\">\n<li>Testing with Diverse Inputs<\/li>\n<li>Analyzing Quality of Responses<\/li>\n<li>Verify the Output\u2019s ground truth<\/li>\n<li>Training Data Relevance<\/li>\n<li>Identifying Performance Bottlenecks<\/li>\n<li>Rapidly Evolving Technology<\/li>\n<\/ul>\n<p>[\/et_pb_blurb][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb image=&#8221;https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Solution-1.png&#8221; alt=&#8221;Solution&#8221; image_icon_width=&#8221;100%&#8221; content_max_width=&#8221;100%&#8221; _builder_version=&#8221;4.23.3&#8243; _module_preset=&#8221;default&#8221; header_level=&#8221;h5&#8243; header_font=&#8221;Avenir-Heavy|700|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#ffffff&#8221; header_font_size=&#8221;30px&#8221; header_line_height=&#8221;40px&#8221; body_font=&#8221;Avenir-Book|600|||||||&#8221; body_text_align=&#8221;left&#8221; body_text_color=&#8221;#373636&#8243; body_font_size=&#8221;20px&#8221; body_line_height=&#8221;30px&#8221; image_icon_custom_margin=&#8221;||0px||false|false&#8221; custom_padding=&#8221;||||true|true&#8221; child_filter_brightness=&#8221;50%&#8221; header_text_align_tablet=&#8221;left&#8221; header_text_align_phone=&#8221;center&#8221; header_text_align_last_edited=&#8221;on|phone&#8221; header_font_size_tablet=&#8221;30px&#8221; header_font_size_phone=&#8221;24px&#8221; header_font_size_last_edited=&#8221;on|desktop&#8221; header_line_height_tablet=&#8221;40px&#8221; header_line_height_phone=&#8221;34px&#8221; header_line_height_last_edited=&#8221;on|desktop&#8221; body_font_size_tablet=&#8221;20px&#8221; body_font_size_phone=&#8221;16px&#8221; body_font_size_last_edited=&#8221;on|desktop&#8221; body_line_height_tablet=&#8221;30px&#8221; body_line_height_phone=&#8221;22px&#8221; body_line_height_last_edited=&#8221;on|desktop&#8221; border_radii=&#8221;on|10px|10px|10px|10px&#8221; box_shadow_style=&#8221;preset3&#8243; box_shadow_horizontal=&#8221;2px&#8221; box_shadow_vertical=&#8221;2px&#8221; box_shadow_blur=&#8221;9px&#8221; box_shadow_spread=&#8221;0px&#8221; box_shadow_color=&#8221;rgba(0,0,0,0.29)&#8221; global_colors_info=&#8221;{}&#8221;]<span class=\"et_pb_module_header\">Our Solution<\/span><\/p>\n<ul class=\"list-groups\">\n<li>A combination of automated &#038; manual testing<\/li>\n<li>Using RAG scores<\/li>\n<li>Using BLEU &#038; BERT scores<\/li>\n<li>Identify Inaccuracies, Inconsistencies, and Biases<\/li>\n<li>Stress testing and Scalability Assessments<\/li>\n<li>Adaptive Strategies &#038; Continuous Learning<\/li>\n<\/ul>\n<p>[\/et_pb_blurb][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; 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Here&#8217;s a complete guide that will help you get started on testing AI and LLM solutions.[\/et_pb_blurb][et_pb_button button_url=&#8221;https:\/\/codoid.com\/ai-testing\/comprehensive-llm-software-testing-guide\/&#8221; button_text=&#8221;Read More&#8221; button_alignment=&#8221;right&#8221; _builder_version=&#8221;4.23.3&#8243; _module_preset=&#8221;default&#8221; custom_button=&#8221;on&#8221; button_text_color=&#8221;#FFFFFF&#8221; button_bg_color=&#8221;#1f00c3&#8243; button_border_width=&#8221;0px&#8221; button_border_radius=&#8221;4px&#8221; button_font=&#8221;Avenir-Book||||||||&#8221; button_use_icon=&#8221;off&#8221; custom_padding=&#8221;5px|20px|5px|20px|true|true&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.20.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb title=&#8221;AI Testing Tutorial : The Best Strategies to Use&#8221; url=&#8221;https:\/\/codoid.com\/ai-testing\/ai-testing-tutorial-the-best-strategies-to-use-for-every-use-case\/&#8221; image=&#8221;https:\/\/codoid.com\/wp-content\/uploads\/2021\/08\/AI-Testing-Tutorial-The-Best-Strategies-to-Use-for-Every-Use-Case-Blog.jpg&#8221; alt=&#8221;AI Testing Tutorial The Best Strategies to Use for Every Use Case- Blog&#8221; icon_placement=&#8221;left&#8221; image_icon_width=&#8221;100%&#8221; module_class=&#8221;our-insight-new&#8221; _builder_version=&#8221;4.23.3&#8243; _module_preset=&#8221;default&#8221; header_font=&#8221;Avenir-Heavy||||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#000000&#8243; header_font_size=&#8221;20px&#8221; header_line_height=&#8221;28px&#8221; body_font=&#8221;Avenir-Book||||||||&#8221; body_text_align=&#8221;left&#8221; body_text_color=&#8221;#000000&#8243; body_font_size=&#8221;16px&#8221; body_line_height=&#8221;24px&#8221; background_color=&#8221;#FFFFFF&#8221; custom_margin=&#8221;||0px||false|false&#8221; custom_padding=&#8221;10px|10px|10px|10px|true|true&#8221; link_option_url=&#8221;https:\/\/codoid.com\/ai-testing\/ai-testing-tutorial-the-best-strategies-to-use-for-every-use-case\/&#8221; border_radii=&#8221;on|5px|5px|5px|5px&#8221; border_radii_image=&#8221;on|5px|5px|5px|5px&#8221; box_shadow_style=&#8221;preset1&#8243; box_shadow_vertical=&#8221;4px&#8221; box_shadow_blur=&#8221;4px&#8221; box_shadow_color=&#8221;rgba(0,0,0,0.25)&#8221; global_colors_info=&#8221;{}&#8221;]New to AI testing? Fear not, in this AI Testing Tutorial we explore how to build on your existing knowledge to become an expert in no time.[\/et_pb_blurb][et_pb_button button_url=&#8221;https:\/\/codoid.com\/ai-testing\/ai-testing-tutorial-the-best-strategies-to-use-for-every-use-case\/&#8221; button_text=&#8221;Read More&#8221; button_alignment=&#8221;right&#8221; _builder_version=&#8221;4.23.3&#8243; _module_preset=&#8221;default&#8221; custom_button=&#8221;on&#8221; button_text_color=&#8221;#FFFFFF&#8221; button_bg_color=&#8221;#1f00c3&#8243; button_border_width=&#8221;0px&#8221; button_border_radius=&#8221;4px&#8221; button_font=&#8221;Avenir-Book||||||||&#8221; button_use_icon=&#8221;off&#8221; custom_padding=&#8221;5px|20px|5px|20px|true|true&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; custom_padding_last_edited=&#8221;on|phone&#8221; admin_label=&#8221;6-step title&#8221; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;50px||50px||false|false&#8221; custom_padding_tablet=&#8221;||||false|false&#8221; custom_padding_phone=&#8221;50px||50px||true|false&#8221; collapsed=&#8221;on&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row use_custom_gutter=&#8221;on&#8221; gutter_width=&#8221;1&#8243; module_class=&#8221;seccontainer sec-header no-break&#8221; _builder_version=&#8221;4.23.3&#8243; custom_margin=&#8221;|auto||auto|false|false&#8221; custom_padding=&#8221;0px||0px||true|false&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_text module_class=&#8221;heading&#8221; _builder_version=&#8221;4.23.3&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;Avenir-Black|700|||||||&#8221; text_font_size=&#8221;36px&#8221; text_line_height=&#8221;46px&#8221; header_text_align=&#8221;center&#8221; header_2_font=&#8221;Avenir-Black|700|||||||&#8221; header_2_text_align=&#8221;center&#8221; header_2_font_size=&#8221;36px&#8221; header_2_line_height=&#8221;46px&#8221; text_orientation=&#8221;center&#8221; custom_margin=&#8221;||30px||false|false&#8221; text_font_size_tablet=&#8221;36px&#8221; text_font_size_phone=&#8221;24px&#8221; text_font_size_last_edited=&#8221;on|desktop&#8221; text_line_height_tablet=&#8221;46px&#8221; text_line_height_phone=&#8221;31px&#8221; text_line_height_last_edited=&#8221;on|phone&#8221; header_2_font_size_tablet=&#8221;&#8221; header_2_font_size_phone=&#8221;24px&#8221; header_2_font_size_last_edited=&#8221;on|tablet&#8221; header_2_line_height_tablet=&#8221;46px&#8221; header_2_line_height_phone=&#8221;31px&#8221; header_2_line_height_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Why <span>Choose  Us ?<\/span><\/h2>\n<p>[\/et_pb_text][et_pb_text disabled_on=&#8221;on|on|on&#8221; module_class=&#8221;sub-head&#8221; _builder_version=&#8221;4.23.3&#8243; text_font=&#8221;Avenir-Medium|500|||||||&#8221; text_text_color=&#8221;#333333&#8243; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;25px&#8221; header_font=&#8221;Avenir-Heavy||||||||&#8221; header_text_align=&#8221;center&#8221; header_text_color=&#8221;#ffffff&#8221; header_font_size=&#8221;38px&#8221; text_orientation=&#8221;center&#8221; custom_margin=&#8221;||||false|false&#8221; custom_padding=&#8221;||||false|false&#8221; text_font_size_tablet=&#8221;24px&#8221; text_font_size_phone=&#8221;16px&#8221; text_font_size_last_edited=&#8221;on|phone&#8221; text_line_height_last_edited=&#8221;off|phone&#8221; disabled=&#8221;on&#8221; global_colors_info=&#8221;{}&#8221;]Choose Our Python Development Company for exceptional solutions powered by expertise and innovation.[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; fullwidth=&#8221;on&#8221; custom_padding_last_edited=&#8221;on|phone&#8221; admin_label=&#8221;6-step code&#8221; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#FFFFFF&#8221; custom_padding=&#8221;0px||65px||false|false&#8221; custom_padding_tablet=&#8221;0px||||false|false&#8221; custom_padding_phone=&#8221;||50px||false|false&#8221; collapsed=&#8221;on&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_fullwidth_code _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; background_enable_color=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<section class=\"getstartedsection testing\"><div class=\"seccontainer\"><div class=\"row\"><div class=\"col-md-3 list-section <?php 33283;?>\">\r\n                        <div class=\"topic-list\"><\/div>\r\n                    <\/div><div class=\"col-md-9 detail-section\"><div class=\"step-details\"><div class=\"slickslider slickslider-alter\"><div>\r\n                <div class=\"step-detail-container\">\r\n                    <div class=\"row align-items-center\">\r\n                        <div class=\"col-md-4\">\r\n                            <div class=\"step-image\">\r\n                                <div class=\"image-container test-class\">\r\n                                    <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/AI-Specialist.svg\" class=\"w-100\" width=\"150\" height=\"150\" style=\"height:auto;\" alt=\"AI Specialists\">\r\n                                <\/div>\r\n                            <\/div>\r\n                        <\/div>\r\n                        <div class=\"col-md-8\">\r\n                            <div class=\"step-content\">\r\n                                <h5>AI Specialists<\/h5>\r\n                                <p>Our dedicated team comprises leading AI experts with deep knowledge and specialized skills in LLM testing. We leverage this expertise to ensure your model achieves top-notch performance and accuracy.<\/p>\r\n                            <\/div>\r\n                        <\/div>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div><div>\r\n                <div class=\"step-detail-container\">\r\n                    <div class=\"row align-items-center\">\r\n                        <div class=\"col-md-4\">\r\n                            <div class=\"step-image\">\r\n                                <div class=\"image-container test-class\">\r\n                                    <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Data-Testing-Capabilities.svg\" class=\"w-100\" width=\"150\" height=\"150\" style=\"height:auto;\" alt=\"Data Testing Capabilities\">\r\n                                <\/div>\r\n                            <\/div>\r\n                        <\/div>\r\n                        <div class=\"col-md-8\">\r\n                            <div class=\"step-content\">\r\n                                <h5>Data Testing Capabilities<\/h5>\r\n                                <p>We excel in rigorous data testing, ensuring that your LLM is trained and validated with high-quality, relevant datasets. Our approach guarantees that the model\u2019s outputs are reliable and accurate.<\/p>\r\n                            <\/div>\r\n                        <\/div>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div><div>\r\n                <div class=\"step-detail-container\">\r\n                    <div class=\"row align-items-center\">\r\n                        <div class=\"col-md-4\">\r\n                            <div class=\"step-image\">\r\n                                <div class=\"image-container test-class\">\r\n                                    <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Adaptive-Stratergy.svg\" class=\"w-100\" width=\"150\" height=\"150\" style=\"height:auto;\" alt=\"Adaptive Strategies \">\r\n                                <\/div>\r\n                            <\/div>\r\n                        <\/div>\r\n                        <div class=\"col-md-8\">\r\n                            <div class=\"step-content\">\r\n                                <h5>Adaptive Strategies <\/h5>\r\n                                <p>We stay ahead of the curve in the rapidly evolving field of AI. Our flexible testing methodologies are designed to accommodate new advancements and technologies, ensuring continuous improvement.<\/p>\r\n                            <\/div>\r\n                        <\/div>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div><div>\r\n                <div class=\"step-detail-container\">\r\n                    <div class=\"row align-items-center\">\r\n                        <div class=\"col-md-4\">\r\n                            <div class=\"step-image\">\r\n                                <div class=\"image-container test-class\">\r\n                                    <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Pioneers-in-testing.svg\" class=\"w-100\" width=\"150\" height=\"150\" style=\"height:auto;\" alt=\"Pioneers in Testing\">\r\n                                <\/div>\r\n                            <\/div>\r\n                        <\/div>\r\n                        <div class=\"col-md-8\">\r\n                            <div class=\"step-content\">\r\n                                <h5>Pioneers in Testing<\/h5>\r\n                                <p>As pioneers in the field of LLM software testing, we are at the forefront of innovation. We implement the latest testing techniques and frameworks, setting industry standards and delivering exceptional results.\r\n<\/p>\r\n                            <\/div>\r\n                        <\/div>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div><div>\r\n                <div class=\"step-detail-container\">\r\n                    <div class=\"row align-items-center\">\r\n                        <div class=\"col-md-4\">\r\n                            <div class=\"step-image\">\r\n                                <div class=\"image-container test-class\">\r\n                                    <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Actionable-Reporting.svg\" class=\"w-100\" width=\"150\" height=\"150\" style=\"height:auto;\" alt=\"Actionable Reporting \">\r\n                                <\/div>\r\n                            <\/div>\r\n                        <\/div>\r\n                        <div class=\"col-md-8\">\r\n                            <div class=\"step-content\">\r\n                                <h5>Actionable Reporting <\/h5>\r\n                                <p>We provide detailed, actionable reports that offer clear insights into your LLM\u2019s performance. Our reports are designed to help you understand results, make informed decisions, and implement improvements effectively.<\/p>\r\n                            <\/div>\r\n                        <\/div>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div><div>\r\n                <div class=\"step-detail-container\">\r\n                    <div class=\"row align-items-center\">\r\n                        <div class=\"col-md-4\">\r\n                            <div class=\"step-image\">\r\n                                <div class=\"image-container test-class\">\r\n                                    <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/codoid.com\/wp-content\/uploads\/2024\/08\/Comprehensive-Coverage.svg\" class=\"w-100\" width=\"150\" height=\"150\" style=\"height:auto;\" alt=\"Comprehensive Coverage\">\r\n                                <\/div>\r\n                            <\/div>\r\n                        <\/div>\r\n                        <div class=\"col-md-8\">\r\n                            <div class=\"step-content\">\r\n                                <h5>Comprehensive Coverage<\/h5>\r\n                                <p>We provide end-to-end testing solutions, covering all crucial aspects of LLM performance, including accuracy, contextual relevance, and security. Our thorough approach ensures that every facet of your model is evaluated.<\/p>\r\n                            <\/div>\r\n                        <\/div>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div><\/div><\/div>  <div class=\"col-md-6 offset-md-6 pagination-section\">\r\n                            <div class=\"pagination\">\r\n                                <div class=\"pagination-count\">\r\n                                    <span class=\"total-page\"><\/span>\r\n                                <\/div>\r\n                                <div class=\"pagination-arrows\">\r\n                                    <div class=\"prev-arrow\" type=\"button\">\r\n                                        <i class=\"fa fa-chevron-left\"><\/i>\r\n                                    <\/div>\r\n                                    <div class=\"right-arrow\" type=\"button\">\r\n                                        <i class=\"fa fa-chevron-right\"><\/i>\r\n                                    <\/div>\r\n                                <\/div>\r\n                            <\/div>\r\n                        <\/div><\/div><\/div><\/div><\/section>[\/et_pb_fullwidth_code][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; custom_padding_last_edited=&#8221;on|phone&#8221; admin_label=&#8221;FAQ&#8221; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#f2f2f2&#8243; custom_padding=&#8221;50px||65px||false|false&#8221; custom_padding_tablet=&#8221;||||false|false&#8221; custom_padding_phone=&#8221;50px||50px||true|false&#8221; collapsed=&#8221;on&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row custom_padding_last_edited=&#8221;on|phone&#8221; module_class=&#8221;seccontainer&#8221; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;0px||0px||true|false&#8221; custom_padding_tablet=&#8221;||||true&#8221; custom_padding_phone=&#8221;0px||0px||false|false&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text module_class=&#8221;heading sec-header no-break&#8221; _builder_version=&#8221;4.20.2&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;Avenir-Black|700|||||||&#8221; text_font_size=&#8221;36px&#8221; text_line_height=&#8221;46px&#8221; header_2_font=&#8221;Avenir-Black|700|||||||&#8221; header_2_font_size=&#8221;36px&#8221; header_2_line_height=&#8221;46px&#8221; text_orientation=&#8221;center&#8221; custom_margin=&#8221;0px||20px||false|false&#8221; custom_padding=&#8221;0px||0px||true|false&#8221; text_font_size_tablet=&#8221;36px&#8221; text_font_size_phone=&#8221;24px&#8221; text_font_size_last_edited=&#8221;on|phone&#8221; text_line_height_tablet=&#8221;46px&#8221; text_line_height_phone=&#8221;31px&#8221; text_line_height_last_edited=&#8221;on|tablet&#8221; header_2_font_size_tablet=&#8221;36px&#8221; header_2_font_size_phone=&#8221;24px&#8221; header_2_font_size_last_edited=&#8221;on|phone&#8221; header_2_line_height_tablet=&#8221;46px&#8221; header_2_line_height_phone=&#8221;31px&#8221; header_2_line_height_last_edited=&#8221;on|desktop&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>FAQ&#8217;S<\/p>\n<p>[\/et_pb_text][et_pb_code module_class=&#8221;faq-section&#8221; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]\r\n            \r\n              <ul class=\"accordion\"><li>\r\n                  <span class=\"toggle\">Why is LLM Software Testing needed?<\/span>\r\n                  <div class=\"inner \" style=\"\" >\r\n                    <p>It is essential to ensure that your model performs accurately and reliably in real-world applications. Testing also helps identify and address issues such as inaccurate responses, contextual misunderstandings, and biases.<\/p>\r\n                  <\/div>\r\n                <\/li><li>\r\n                  <span class=\"toggle\">How is LLM Testing different from Regular Testing?<\/span>\r\n                  <div class=\"inner \" style=\"\" >\r\n                    <p>LLM testing differs from regular testing due to the unpredictable nature of AI-generated responses. LLMs generate varied outputs based on learned patterns in training and user provided context, making their behavior complex and hard to evaluate.<\/p>\r\n                  <\/div>\r\n                <\/li><li>\r\n                  <span class=\"toggle\">What kind of methodologies do you use?<\/span>\r\n                  <div class=\"inner \" style=\"\" >\r\n                    <p>We have expertise in methodologies such as RAGAS, GLUE, DeepEval, BLEU, BERT, ROGUE, etc to go beyond surface-level assessments and addressing deeper issues.<\/p>\r\n                  <\/div>\r\n                <\/li><li>\r\n                  <span class=\"toggle\">What kind of support do you offer after testing is complete?<\/span>\r\n                  <div class=\"inner \" style=\"\" >\r\n                    <p>After testing is complete, we offer ongoing support that includes detailed reports, recommendations for improvements, and assistance with implementing any necessary changes.<\/p>\r\n                  <\/div>\r\n                <\/li><\/ul>\r\n            [\/et_pb_code][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; custom_padding_last_edited=&#8221;on|phone&#8221; disabled_on=&#8221;off|off|off&#8221; admin_label=&#8221;Global Connect with us&#8221; module_id=&#8221;contactform&#8221; module_class=&#8221;contactform&#8221; _builder_version=&#8221;4.23.3&#8243; background_color=&#8221;#080038&#8243; background_enable_color=&#8221;off&#8221; background_image=&#8221;https:\/\/codoid.com\/wp-content\/uploads\/2022\/12\/contact-form-bg.jpg&#8221; background_size=&#8221;custom&#8221; background_image_width=&#8221;100%&#8221; background_position=&#8221;top_center&#8221; background_blend=&#8221;luminosity&#8221; min_height=&#8221;1351px&#8221; custom_padding=&#8221;100px||100px||false|false&#8221; custom_padding_tablet=&#8221;50px||50px||true|false&#8221; custom_padding_phone=&#8221;||||true|false&#8221; background_last_edited=&#8221;off|desktop&#8221; 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