{"id":10350,"date":"2026-05-29T17:01:36","date_gmt":"2026-05-29T17:01:36","guid":{"rendered":"https:\/\/mtpinternational.mx\/testing-levels-2\/"},"modified":"2026-10-13T23:10:51","modified_gmt":"2026-10-13T23:10:51","slug":"testing-levels-2","status":"publish","type":"page","link":"https:\/\/mtpinternational.mx\/en\/testing-levels-2\/","title":{"rendered":"Testing Levels"},"content":{"rendered":"

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Testing Levels: A layered strategy that filters defects where fixing them costs less<\/h1>\n

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We organize your testing pyramid\u2014unit, integration, system, and acceptance\u2014so that each defect is filtered at the level where fixing it is most cost-effective.<\/p>\n

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Trusted by organizations where every level of the pyramid is equally important.<\/p>\n

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When the testing pyramid is not designed, the business pays the price<\/p>\n

[\/et_pb_text][et_pb_text _builder_version=”4.27.6″ _module_preset=”65b75437-ddcf-4cf4-93ed-0b61ca0478e3″ text_font=”|700|||||||” text_text_color=”#333333″ text_font_size=”36px” text_line_height=”1.1em” header_2_text_align=”left” header_2_font_size=”32px” text_orientation=”center” custom_margin=”||||false|false” global_colors_info=”{}”]<\/p>\n

The cost of detecting defects late in the pyramid <\/span>shows<\/span> <\/span>up<\/span> in <\/span>business<\/span> <\/span>results<\/span><\/span> <\/span><\/h2>\n

[\/et_pb_text][et_pb_blurb use_icon=”on” font_icon=”||fa||900″ icon_color=”#F65F34″ icon_placement=”left” image_icon_width=”20px” _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”Poppins||||||||” header_font_size=”18px” body_font=”Poppins||||||||” body_font_size=”15px” body_line_height=”1.2em” image_icon_custom_margin=”0px|0px|0px|0px|true|true” image_icon_custom_padding=”0px|0px|0px|0px|true|true” text_orientation=”justified” locked=”off” global_colors_info=”{}”]Unbudgeted hotfixes when acceptance releases defects that unit and integration testing should have filtered[\/et_pb_blurb][et_pb_blurb use_icon=”on” font_icon=”||fa||900″ icon_color=”#F65F34″ icon_placement=”left” image_icon_width=”20px” _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”Poppins||||||||” header_font_size=”18px” body_font=”Poppins||||||||” body_font_size=”15px” body_line_height=”1.2em” image_icon_custom_margin=”0px|0px|0px|0px|true|true” image_icon_custom_padding=”0px|0px|0px|0px|true|true” text_orientation=”justified” locked=”off” global_colors_info=”{}”]<\/p>\n

CNBV, Condusef, PCI-DSS, or SOX audit findings due to case-to-requirement traceability that fails to withstand sprint-by-sprint reviews<\/p>\n

[\/et_pb_blurb][et_pb_blurb use_icon=”on” font_icon=”||fa||900″ icon_color=”#F65F34″ icon_placement=”left” image_icon_width=”20px” _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”Poppins||||||||” header_font_size=”18px” body_font=”Poppins||||||||” body_font_size=”15px” body_line_height=”1.2em” image_icon_custom_margin=”0px|0px|0px|0px|true|true” image_icon_custom_padding=”0px|0px|0px|0px|true|true” text_orientation=”justified” locked=”off” global_colors_info=”{}”]Full regression cycles executed in acceptance because nothing arrived prioritized from previous levels[\/et_pb_blurb][et_pb_blurb use_icon=”on” font_icon=”||fa||900″ icon_color=”#F65F34″ icon_placement=”left” image_icon_width=”20px” _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”Poppins||||||||” header_font_size=”18px” body_font=”Poppins||||||||” body_font_size=”15px” body_line_height=”1.2em” image_icon_custom_margin=”0px|0px|0px|0px|true|true” image_icon_custom_padding=”0px|0px|0px|0px|true|true” text_orientation=”justified” locked=”off” global_colors_info=”{}”]<\/p>\n

Burned-out QA teams sustaining manual acceptance while unit and integration tests are left abandoned in the repository<\/p>\n

[\/et_pb_blurb][et_pb_blurb use_icon=”on” font_icon=”||fa||900″ icon_color=”#F65F34″ icon_placement=”left” image_icon_width=”20px” _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”Poppins||||||||” header_font_size=”18px” body_font=”Poppins||||||||” body_font_size=”15px” body_line_height=”1.2em” image_icon_custom_margin=”0px|0px|0px|0px|true|true” image_icon_custom_padding=”0px|0px|0px|0px|true|true” text_orientation=”justified” locked=”off” global_colors_info=”{}”]<\/p>\n

Release decisions made without comparable evidence because every squad and vendor measures levels using different criteria<\/p>\n

[\/et_pb_blurb][et_pb_blurb use_icon=”on” font_icon=”||fa||900″ icon_color=”#F65F34″ icon_placement=”left” image_icon_width=”20px” _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”Poppins||||||||” header_font_size=”18px” body_font=”Poppins||||||||” body_font_size=”15px” body_line_height=”1.2em” image_icon_custom_margin=”0px|0px|0px|0px|true|true” image_icon_custom_padding=”0px|0px|0px|0px|true|true” text_orientation=”justified” locked=”off” global_colors_info=”{}”]<\/p>\n

Competitive lag against organizations already operating AI in case design and regression prioritization under governance<\/p>\n

[\/et_pb_blurb][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ admin_label=”Features” _builder_version=”4.27.6″ _module_preset=”default” background_enable_color=”off” locked=”off” collapsed=”on” global_colors_info=”{}”][et_pb_row column_structure=”1_2,1_2″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”1_2″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.6″ _module_preset=”65b75437-ddcf-4cf4-93ed-0b61ca0478e3″ text_font=”Inter|800||on|||||” text_text_color=”#f65f34″ text_font_size=”16px” text_letter_spacing=”2px” header_2_text_align=”left” header_2_font_size=”32px” custom_margin=”||0px||false|false” global_colors_info=”{}”]<\/p>\n

Three scenarios, one business risk<\/span><\/span> <\/span><\/p>\n

[\/et_pb_text][et_pb_text _builder_version=”4.27.6″ _module_preset=”65b75437-ddcf-4cf4-93ed-0b61ca0478e3″ text_font=”|700|||||||” text_text_color=”#333333″ text_font_size=”36px” text_line_height=”1.1em” header_2_text_align=”left” header_2_font_size=”28px” text_orientation=”center” custom_margin=”||||false|false” global_colors_info=”{}”]<\/p>\n

The <\/span>problem<\/span> is not the <\/span>number<\/span> of <\/span>levels<\/span>, it is <\/span>what’s<\/span> <\/span>missing<\/span> <\/span>behind them<\/span>: <\/span>strategy<\/span>, <\/span>architecture<\/span>, and method<\/span><\/span><\/h2>\n

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In the <\/span>organizations<\/span> <\/span>that<\/span> <\/span>we advise,<\/span> <\/span>we see<\/span> <\/span>three<\/span> <\/span>different<\/span> <\/span>scenarios<\/span>. Each <\/span>has<\/span> <\/span>its own<\/span> <\/span>symptoms<\/span>, <\/span>but<\/span> <\/span>they all<\/span> <\/span>share<\/span> the <\/span>same<\/span> <\/span>consequence<\/span>: <\/span>when<\/span> the <\/span>pyramid<\/span> is <\/span>not<\/span> <\/span>designed<\/span> <\/span>as<\/span> <\/span>architecture<\/span>, the <\/span>risk<\/span> is <\/span>absorbed<\/span> by the <\/span>business<\/span> <\/span>in<\/span> the form of hotfixes, <\/span>regulatory<\/span> <\/span>findings<\/span>, and releases <\/span>that<\/span> become <\/span>uncertainty<\/span> <\/span>events<\/span><\/span><\/span> for <\/span>management<\/span>.<\/span><\/span> <\/span><\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=”1_2″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][et_pb_blurb title=”Without Layered Strategy ” use_icon=”on” font_icon=”||fa||900″ icon_color=”#f65f34″ image_icon_background_color=”RGBA(255,255,255,0)” image_icon_width=”30px” _builder_version=”4.27.6″ _module_preset=”700b6b37-500f-474d-a5de-3ecd2aaf1900″ header_level=”h3″ header_text_color=”#0a0a0a” header_letter_spacing=”0em” header_line_height=”1em” body_letter_spacing=”0em” body_line_height=”1em” body_ul_line_height=”1.2em” background_enable_color=”off” image_icon_custom_margin=”||||false|false” image_icon_custom_padding=”10px|10px|10px|10px|true|true” custom_margin=”||||false|false” custom_padding=”||||false|false” custom_padding_tablet=”30px|30px|30px|30px|true|true” custom_padding_phone=”20px|20px|20px|20px|true|true” custom_padding_last_edited=”on|phone” border_width_all_image=”2px” border_color_all_image=”#f65f34″ locked=”off” global_colors_info=”{}”]<\/p>\n

All <\/span>validation<\/span> is <\/span>concentrated<\/span> at the end of the <\/span>cycle<\/span>, <\/span>in<\/span> <\/span>acceptance<\/span> or UAT. Every <\/span>defect<\/span> <\/span>found<\/span> <\/span>there<\/span> is <\/span>paid<\/span> at the <\/span>highest<\/span> <\/span>price<\/span>: rework, hotfixes, and <\/span>escalation<\/span> <\/span>meetings<\/span> <\/span>that<\/span> <\/span>no one<\/span> <\/span>wants<\/span> <\/span>to<\/span> <\/span>call anymore<\/span>.<\/span><\/span> <\/span><\/p>\n

[\/et_pb_blurb][et_pb_blurb title=”Layers Without Criteria” use_icon=”on” font_icon=”||divi||400″ icon_color=”#f65f34″ image_icon_background_color=”RGBA(255,255,255,0)” image_icon_width=”30px” _builder_version=”4.27.6″ _module_preset=”700b6b37-500f-474d-a5de-3ecd2aaf1900″ header_level=”h3″ header_text_color=”#0a0a0a” header_letter_spacing=”0em” header_line_height=”1em” body_letter_spacing=”0em” body_line_height=”1em” body_ul_line_height=”1.2em” background_enable_color=”off” image_icon_custom_margin=”||||false|false” image_icon_custom_padding=”10px|10px|10px|10px|true|true” custom_margin=”||||false|false” custom_padding=”||||false|false” custom_padding_tablet=”30px|30px|30px|30px|true|true” custom_padding_phone=”20px|20px|20px|20px|true|true” custom_padding_last_edited=”on|phone” border_width_all_image=”2px” border_color_all_image=”#f65f34″ locked=”off” global_colors_info=”{}”]<\/p>\n

There are<\/span> <\/span>unit,<\/span> <\/span>integration<\/span>, and <\/span>system<\/span> <\/span>tests<\/span>, <\/span>but<\/span> <\/span>no<\/span> <\/span>criteria<\/span> to decide <\/span>what<\/span> <\/span>to cover<\/span> <\/span>in<\/span> <\/span>each<\/span> <\/span>layer<\/span>. Trivial tasks are <\/span>duplicated<\/span>, critical ones are <\/span>left<\/span> <\/span>uncovered<\/span>, and <\/span>coverage<\/span> <\/span>reports<\/span> <\/span>stopped<\/span> being <\/span>read<\/span> <\/span>several<\/span> sprints <\/span>ago.<\/span> <\/span><\/span> <\/span><\/span><\/span><\/span> <\/span><\/p>\n

[\/et_pb_blurb][et_pb_blurb title=”Scaled Layers, Without Governance or AI ” use_icon=”on” font_icon=”||divi||400″ icon_color=”#f65f34″ image_icon_background_color=”RGBA(255,255,255,0)” image_icon_width=”30px” _builder_version=”4.27.6″ _module_preset=”700b6b37-500f-474d-a5de-3ecd2aaf1900″ header_level=”h3″ header_text_color=”#0a0a0a” header_letter_spacing=”0em” header_line_height=”1em” body_letter_spacing=”0em” body_line_height=”1em” body_ul_line_height=”1.2em” background_enable_color=”off” image_icon_custom_margin=”||||false|false” image_icon_custom_padding=”10px|10px|10px|10px|true|true” custom_margin=”||||false|false” custom_padding=”||||false|false” custom_padding_tablet=”30px|30px|30px|30px|true|true” custom_padding_phone=”20px|20px|20px|20px|true|true” custom_padding_last_edited=”on|phone” border_width_all_image=”2px” border_color_all_image=”#f65f34″ locked=”off” global_colors_info=”{}”]<\/p>\n

The <\/span>pyramid<\/span> <\/span>exists<\/span> <\/span>at a<\/span> <\/span>multi-squad<\/span> <\/span>and multi-vendor<\/span> scale, but <\/span>without<\/span> level-based <\/span>observability<\/span> <\/span>per<\/span> <\/span>or<\/span> <\/span>predictive<\/span> <\/span>capabilities.<\/span> <\/span>AI was <\/span>evaluated<\/span> in <\/span> <\/span>isolated<\/span> <\/span>pilots<\/span> <\/span><\/span>and <\/span>never<\/span> <\/span>reached<\/span> the pipeline; <\/span>regression<\/span> <\/span>prioritization<\/span> <\/span>remains<\/span> <\/span>political,<\/span><\/span>not<\/span> <\/span>technical<\/span>.<\/span><\/span> <\/span><\/p>\n

[\/et_pb_blurb][\/et_pb_column][\/et_pb_row][et_pb_row use_custom_gutter=”on” gutter_width=”2″ _builder_version=”4.27.6″ _module_preset=”default” width=”90%” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.19.2″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.6″ _module_preset=”74c41b82-94fc-4692-a37d-e97a9a4e2a66″ text_line_height=”1.4em” global_colors_info=”{}”]<\/p>\n

<\/strong>Whatever <\/span>your<\/span> <\/span>scenario<\/span> <\/span>may be<\/span>, the root <\/span>cause<\/span> is the <\/span>same<\/span>: the <\/span>pyramid<\/span> is <\/span>not<\/span> <\/span>designed<\/span> with <\/span>strategy<\/span>, <\/span>architecture<\/span>, and a framework. That is what <\/span>we<\/span> <\/span>design<\/span>.<\/span><\/span> <\/span><\/p>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ use_custom_gutter=”on” gutter_width=”2″ padding_right_1=”0px” padding_right_2=”0px” padding_left_1=”0px” padding_left_2=”0px” padding_top_bottom_link_1=”false” padding_top_bottom_link_2=”false” padding_left_right_link_1=”false” padding_left_right_link_2=”false” _builder_version=”4.27.6″ _module_preset=”default” background_color=”#f5f7fa” custom_margin=”|0px|||false|false” custom_padding=”7vw|0px|2vw||false|false” top_divider_style=”curve” top_divider_color=”rgba(93,103,120,0.03)” bottom_divider_style=”curve” bottom_divider_color=”RGBA(93,103,120,0.03)” bottom_divider_flip=”vertical” global_colors_info=”{%22gcid-63d0f9aa-7ee4-4160-be51-db361b869922%22:%91%22background_color%22%93}”][et_pb_row _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][et_pb_slider show_arrows=”off” _builder_version=”4.27.6″ _module_preset=”default” body_font=”Poppins|600|||||||” custom_margin=”0px|0px|0px|0px|true|true” custom_padding=”0px|0px|40px|0px|false|true” auto=”on” auto_speed=”4000″ global_colors_info=”{}”][et_pb_slide _builder_version=”4.27.6″ _module_preset=”default” body_font=”Poppins||||||||” body_font_size=”30px” body_line_height=”35px” background_enable_color=”off” background_layout=”light” global_colors_info=”{}” sticky_transition=”on”]67% of defects<\/span> are introduced during the design and requirements phases,<\/span> not during coding<\/p>\n

Capers Jones \/ CISQ, 2022<\/p>\n

[\/et_pb_slide][et_pb_slide _builder_version=”4.27.6″ _module_preset=”default” body_font=”Poppins||||||||” body_font_size=”30px” body_line_height=”35px” background_enable_color=”off” background_layout=”light” global_colors_info=”{}” sticky_transition=”on”]<\/p>\n

Only 19% <\/span>of teams reach “elite” level in DORA, with change failure rates near 5%<\/span><\/p>\n

DORA \u2014 Accelerate State of DevOps Report (2024).<\/p>\n

[\/et_pb_slide][et_pb_slide _builder_version=”4.27.6″ _module_preset=”default” body_font=”Poppins||||||||” body_font_size=”30px” body_line_height=”35px” background_enable_color=”off” background_layout=”light” global_colors_info=”{}” sticky_transition=”on”]<\/p>\n

$2.41<\/span> trillion<\/span> is the annual cost of poor software quality in the US, with accumulated technical debt of approximately $1.52 trillion<\/span>.<\/span><\/p>\n

CISQ \u2014 Cost of Poor Software Quality in the US: A 2022 Report.<\/p>\n

[\/et_pb_slide][\/et_pb_slider][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.27.6″ _module_preset=”default” background_image=”https:\/\/mtpinternational.mx\/wp-content\/uploads\/2026\/05\/QA-Testing-MTP3-1.png” background_size=”custom” background_image_width=”25%” background_position=”bottom_left” global_colors_info=”{}”][et_pb_row _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.6″ _module_preset=”65b75437-ddcf-4cf4-93ed-0b61ca0478e3″ text_font=”Inter|800||on|||||” text_text_color=”#F65F34″ text_font_size=”16px” text_letter_spacing=”6px” header_2_text_align=”left” header_2_font_size=”32px” text_orientation=”center” custom_margin=”||10px||false|false” locked=”off” global_colors_info=”{}” header_2_text_color__hover_enabled=”off|desktop”]<\/p>\n

WHY MTP FOR YOUR TESTING LEVELS?<\/p>\n

[\/et_pb_text][et_pb_text _builder_version=”4.27.6″ _module_preset=”65b75437-ddcf-4cf4-93ed-0b61ca0478e3″ text_font=”|700|||||||” text_text_color=”#333333″ text_font_size=”36px” text_line_height=”1.1em” header_2_text_align=”justify” header_2_font_size=”27px” text_orientation=”justified” custom_margin=”||||false|false” locked=”off” global_colors_info=”{}”]<\/p>\n

We don’t just promise testing levels: we deliver the results<\/strong> that only come with method, experience, and support <\/h2>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”1_4,1_4,1_4,1_4″ use_custom_gutter=”on” gutter_width=”2″ make_equal=”on” _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”1_4″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][dsm_flipbox flipbox_type=”fade” flipbox_speed=”0s” flipbox_height=”350px” _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”|600|||||||” header_font_size=”22px” content_text_align=”justify” custom_margin=”||||false|false” custom_padding=”||||false|false” global_colors_info=”{}”][dsm_flipbox_child title=”Pyramid Designed by Measurable Risk” button_url_new_window=”1″ _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”Inter|600|||||||” header_text_color=”#F65F34″ header_font_size=”24px” content_font=”Poppins||||||||” content_line_height=”1.2em” background_color=”#FFFFFF” background_enable_color=”on” custom_button=”on” button_text_size=”14px” button_border_width=”1px” button_border_radius=”50px” button_font=”Inter||||||||” custom_padding=”15px|15px|15px|15px|true|true” border_radii=”on|12px|12px|12px|12px” box_shadow_style=”preset1″ box_shadow_blur=”15px” box_shadow_color=”rgba(0,0,0,0.21)” global_colors_info=”{}” parent_header_level=”h3″]We apply Omniatest\u00ae, our methodology, to execute the appropriate technical criteria: fuzzing in unit tests, contract testing in integration, selective E2E in system, and Gherkin in acceptance. [\/dsm_flipbox_child][dsm_flipbox_child title=”Pyramid Designed by Measurable Risk” button_url_new_window=”1″ _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”Inter|600|||||||” header_text_color=”#FFFFFF” header_font_size=”24px” content_font=”Poppins||||||||” content_line_height=”1.2em” background_color=”#032442″ background_enable_color=”on” custom_button=”on” button_text_size=”14px” button_border_width=”1px” button_border_radius=”50px” button_font=”Inter||||||||” background_layout=”dark” custom_padding=”15px|15px|15px|15px|true|true” border_radii=”on|12px|12px|12px|12px” box_shadow_style=”preset1″ box_shadow_blur=”15px” box_shadow_color=”rgba(0,0,0,0.21)” global_colors_info=”{}” parent_header_level=”h3″]We apply Omniatest\u00ae, our methodology, to execute the appropriate technical criteria: fuzzing in unit tests, contract testing in integration, selective E2E in system, and Gherkin in acceptance.[\/dsm_flipbox_child][\/dsm_flipbox][\/et_pb_column][et_pb_column type=”1_4″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][dsm_flipbox flipbox_type=”fade” flipbox_speed=”0s” flipbox_height=”350px” _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”|600|||||||” header_font_size=”22px” content_text_align=”justify” custom_margin=”||||false|false” custom_padding=”||||false|false” locked=”off” global_colors_info=”{}”][dsm_flipbox_child title=”We Work on Projects, Not Hours” button_url_new_window=”1″ _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”Inter|600|||||||” header_text_color=”#F65F34″ header_font_size=”24px” content_font=”Poppins||||||||” content_line_height=”1.2em” background_color=”#FFFFFF” background_enable_color=”on” custom_button=”on” button_text_size=”14px” button_border_width=”1px” button_border_radius=”50px” button_font=”Inter||||||||” custom_padding=”15px|15px|15px|15px|true|true” border_radii=”on|12px|12px|12px|12px” box_shadow_style=”preset1″ box_shadow_blur=”15px” box_shadow_color=”rgba(0,0,0,0.21)” global_colors_info=”{}” parent_header_level=”h3″]Diverse organizations trust us with their critical projects year after year. For us, results matter more than time, which is why we measure our success by projects delivered, not hours billed.[\/dsm_flipbox_child][dsm_flipbox_child title=”We Work on Projects, Not Hours” button_url_new_window=”1″ _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”Inter|600|||||||” header_text_color=”#FFFFFF” header_font_size=”24px” content_font=”Poppins||||||||” content_line_height=”1.2em” background_color=”#032442″ background_enable_color=”on” custom_button=”on” button_text_size=”14px” button_border_width=”1px” button_border_radius=”50px” button_font=”Inter||||||||” background_layout=”dark” custom_padding=”15px|15px|15px|15px|true|true” border_radii=”on|12px|12px|12px|12px” box_shadow_style=”preset1″ box_shadow_blur=”15px” box_shadow_color=”rgba(0,0,0,0.21)” global_colors_info=”{}” parent_header_level=”h3″]Diverse organizations trust us with their critical projects year after year. For us, results matter more than time, which is why we measure our success by projects delivered, not hours billed.[\/dsm_flipbox_child][\/dsm_flipbox][\/et_pb_column][et_pb_column type=”1_4″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][dsm_flipbox flipbox_type=”fade” flipbox_speed=”0s” flipbox_height=”350px” _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”|600|||||||” header_font_size=”22px” content_text_align=”justify” custom_margin=”||||false|false” custom_padding=”||||false|false” locked=”off” global_colors_info=”{}”][dsm_flipbox_child title=”AI per Layer, Audit-Ready” button_url_new_window=”1″ _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”Inter|600|||||||” header_text_color=”#F65F34″ header_font_size=”24px” content_font=”Poppins||||||||” content_line_height=”1.2em” background_color=”#FFFFFF” background_enable_color=”on” custom_button=”on” button_text_size=”14px” button_border_width=”1px” button_border_radius=”50px” button_font=”Inter||||||||” custom_padding=”15px|15px|15px|15px|true|true” border_radii=”on|12px|12px|12px|12px” box_shadow_style=”preset1″ box_shadow_blur=”15px” box_shadow_color=”rgba(0,0,0,0.21)” global_colors_info=”{}” parent_header_level=”h3″]We operate generative test case design, defect prediction between levels, and anomaly detection in acceptance with human-in-the-loop, audit trails, and granular RBAC. Each level\u2014AI First, Controlled AI, or No AI\u2014adjusts to the client’s framework.[\/dsm_flipbox_child][dsm_flipbox_child title=”AI per Layer, Audit-Ready ” button_url_new_window=”1″ _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”Inter|600|||||||” header_text_color=”#FFFFFF” header_font_size=”24px” content_font=”Poppins||||||||” content_line_height=”1.2em” background_color=”#032442″ background_enable_color=”on” custom_button=”on” button_text_size=”14px” button_border_width=”1px” button_border_radius=”50px” button_font=”Inter||||||||” background_layout=”dark” custom_padding=”15px|15px|15px|15px|true|true” border_radii=”on|12px|12px|12px|12px” box_shadow_style=”preset1″ box_shadow_blur=”15px” box_shadow_color=”rgba(0,0,0,0.21)” global_colors_info=”{}” parent_header_level=”h3″]We operate generative test case design, defect prediction between levels, and anomaly detection in acceptance with human-in-the-loop, audit trails, and granular RBAC. Each level\u2014AI First, Controlled AI, or No AI\u2014adjusts to the client’s framework.[\/dsm_flipbox_child][\/dsm_flipbox][\/et_pb_column][et_pb_column type=”1_4″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][dsm_flipbox flipbox_type=”fade” flipbox_speed=”0s” flipbox_height=”350px” _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”|600|||||||” header_font_size=”22px” content_text_align=”justify” custom_margin=”||||false|false” custom_padding=”||||false|false” locked=”off” global_colors_info=”{}”][dsm_flipbox_child title=”+900,000 annual executions” button_url_new_window=”1″ _builder_version=”4.27.6″ _module_preset=”default” header_level=”h3″ header_font=”Inter|600|||||||” header_text_color=”#F65F34″ header_font_size=”24px” content_font=”Poppins||||||||” content_line_height=”1.2em” background_color=”#FFFFFF” background_enable_color=”on” custom_button=”on” button_text_size=”14px” button_border_width=”1px” button_border_radius=”50px” button_font=”Inter||||||||” custom_padding=”15px|15px|15px|15px|true|true” border_radii=”on|12px|12px|12px|12px” box_shadow_style=”preset1″ box_shadow_blur=”15px” box_shadow_color=”rgba(0,0,0,0.21)” global_colors_info=”{}” parent_header_level=”h3″]That figure isn’t built with campaigns: it’s accumulated over 28 years of experience. 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What <\/span>changes<\/span> <\/span>when<\/span> <\/span>quality<\/span> <\/span>is<\/span> <\/span>designed<\/span>, not <\/span>improvised<\/span><\/span> <\/span><\/p>\n

[\/et_pb_text][et_pb_text _builder_version=”4.27.6″ _module_preset=”65b75437-ddcf-4cf4-93ed-0b61ca0478e3″ text_font=”|700|||||||” text_text_color=”#FFFFFF” text_font_size=”36px” text_line_height=”1.1em” header_2_text_align=”left” header_2_text_color=”#FFFFFF” header_2_font_size=”32px” text_orientation=”center” custom_margin=”||||false|false” global_colors_info=”{}”]<\/p>\n

Results the business recognizes, not just the technical team<\/span><\/span> <\/span><\/h2>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=”3_5″ _builder_version=”4.27.6″ _module_preset=”default” background_color=”RGBA(255,255,255,0)” global_colors_info=”{}”][et_pb_blurb title=”Early Detection, Not Late Diagnosis ” use_icon=”on” font_icon=”||fa||900″ icon_color=”#FFFFFF” image_icon_background_color=”RGBA(255,255,255,0)” image_icon_width=”30px” _builder_version=”4.27.6″ _module_preset=”700b6b37-500f-474d-a5de-3ecd2aaf1900″ header_level=”h3″ header_text_color=”#FFFFFF” header_letter_spacing=”0em” header_line_height=”1em” body_text_color=”#FFFFFF” body_letter_spacing=”0em” body_line_height=”1em” body_ul_line_height=”1.2em” background_enable_color=”off” image_icon_custom_margin=”||||false|false” image_icon_custom_padding=”10px|10px|10px|10px|true|true” custom_margin=”||||false|false” custom_padding=”||||false|false” custom_padding_tablet=”30px|30px|30px|30px|true|true” custom_padding_phone=”20px|20px|20px|20px|true|true” custom_padding_last_edited=”on|phone” border_width_all_image=”2px” border_color_all_image=”#FFFFFF” locked=”off” global_colors_info=”{}”]Defects are filtered in unit and integration testing, where fixing them costs a fraction.<\/p>\n

[\/et_pb_blurb][et_pb_blurb title=”Coverage by Risk, Not by Volume ” use_icon=”on” font_icon=”||fa||900″ icon_color=”#FFFFFF” image_icon_background_color=”RGBA(255,255,255,0)” image_icon_width=”30px” _builder_version=”4.27.6″ _module_preset=”700b6b37-500f-474d-a5de-3ecd2aaf1900″ header_level=”h3″ header_text_color=”#FFFFFF” header_letter_spacing=”0em” header_line_height=”1em” body_text_color=”#FFFFFF” body_letter_spacing=”0em” body_line_height=”1em” body_ul_line_height=”1.2em” background_enable_color=”off” image_icon_custom_margin=”||||false|false” image_icon_custom_padding=”10px|10px|10px|10px|true|true” custom_margin=”||||false|false” custom_padding=”||||false|false” custom_padding_tablet=”30px|30px|30px|30px|true|true” custom_padding_phone=”20px|20px|20px|20px|true|true” custom_padding_last_edited=”on|phone” border_width_all_image=”2px” border_color_all_image=”#FFFFFF” locked=”off” global_colors_info=”{}”]<\/p>\n

Each layer covers what matters based on business criticality, not inherited technical convention.<\/p>\n

[\/et_pb_blurb][et_pb_blurb title=”Contained MTTR, Not Crisis Escalation ” use_icon=”on” font_icon=”||fa||900″ icon_color=”#FFFFFF” image_icon_background_color=”RGBA(255,255,255,0)” image_icon_width=”30px” _builder_version=”4.27.6″ _module_preset=”700b6b37-500f-474d-a5de-3ecd2aaf1900″ header_level=”h3″ header_text_color=”#FFFFFF” header_letter_spacing=”0em” header_line_height=”1em” body_text_color=”#FFFFFF” body_letter_spacing=”0em” body_line_height=”1em” body_ul_line_height=”1.2em” background_enable_color=”off” image_icon_custom_margin=”||||false|false” image_icon_custom_padding=”10px|10px|10px|10px|true|true” custom_margin=”||||false|false” custom_padding=”||||false|false” custom_padding_tablet=”30px|30px|30px|30px|true|true” custom_padding_phone=”20px|20px|20px|20px|true|true” custom_padding_last_edited=”on|phone” border_width_all_image=”2px” border_color_all_image=”#FFFFFF” locked=”off” global_colors_info=”{}”]<\/p>\n

When a defect explodes in production, the team knows which layer it should have been filtered in and why it wasn’t.<\/p>\n

[\/et_pb_blurb][et_pb_blurb title=”Reliable Pipeline, Not a Source of Noise ” use_icon=”on” font_icon=”||fa||900″ icon_color=”#FFFFFF” image_icon_background_color=”RGBA(255,255,255,0)” image_icon_width=”30px” _builder_version=”4.27.6″ _module_preset=”700b6b37-500f-474d-a5de-3ecd2aaf1900″ header_level=”h3″ header_text_color=”#FFFFFF” header_letter_spacing=”0em” header_line_height=”1em” body_text_color=”#FFFFFF” body_letter_spacing=”0em” body_line_height=”1em” body_ul_line_height=”1.2em” background_enable_color=”off” image_icon_custom_margin=”||||false|false” image_icon_custom_padding=”10px|10px|10px|10px|true|true” custom_margin=”||||false|false” custom_padding=”||||false|false” custom_padding_tablet=”30px|30px|30px|30px|true|true” custom_padding_phone=”20px|20px|20px|20px|true|true” custom_padding_last_edited=”on|phone” border_width_all_image=”2px” border_color_all_image=”#FFFFFF” locked=”off” global_colors_info=”{}”]<\/p>\n

Objective quality gates per level and flakiness under control; the team respects the suite again instead of bypassing it.<\/p>\n

[\/et_pb_blurb][et_pb_blurb title=”Audit-Ready Compliance, Not Pre-Audit Scramble ” use_icon=”on” font_icon=”||fa||900″ icon_color=”#FFFFFF” image_icon_background_color=”RGBA(255,255,255,0)” image_icon_width=”30px” _builder_version=”4.27.6″ _module_preset=”700b6b37-500f-474d-a5de-3ecd2aaf1900″ header_level=”h3″ header_text_color=”#FFFFFF” header_letter_spacing=”0em” header_line_height=”1em” body_text_color=”#FFFFFF” body_letter_spacing=”0em” body_line_height=”1em” body_ul_line_height=”1.2em” background_enable_color=”off” image_icon_custom_margin=”||||false|false” image_icon_custom_padding=”10px|10px|10px|10px|true|true” custom_margin=”||||false|false” custom_padding=”||||false|false” custom_padding_tablet=”30px|30px|30px|30px|true|true” custom_padding_phone=”20px|20px|20px|20px|true|true” custom_padding_last_edited=”on|phone” border_width_all_image=”2px” border_color_all_image=”#FFFFFF” locked=”off” global_colors_info=”{}”]<\/p>\n

Case-to-requirement traceability by level, ready for CNBV, Condusef, PCI-DSS, or SOX at any time.<\/p>\n

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Experience<\/span> <\/span><\/span>in<\/span> <\/span><\/span>environments<\/span> <\/span><\/span>where<\/span> <\/span>error is not an <\/span><\/span>option<\/span><\/span><\/h2>\n

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