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Designing a Scalable B2B Feedback Platform: A User-Centered Design Approach​ - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/f57ee6cc-36e5-4482-9032-e95b5b2f032a/saad-chaudhry-zeffi-Information-architecture.png Works - Designing a Scalable B2B Feedback Platform: A User-Centered Design Approach​ - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/f16ebc99-cbe6-45db-a3c4-78cf6f888afb/saad-chaudhry-zeffi-mental-models.png Works - Designing a Scalable B2B Feedback Platform: A User-Centered Design Approach​ - Make it stand out Top-Left: Personas • Center: Mental models • Botton-right: User testing notes https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/e4e58c3d-7e15-4c2f-9fe1-56822b7b4939/saad-chaudhry-zeffi-build-share-analyze.png Works - 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Information architecture https://saadchdhry.com/works/smart-home-app-design monthly 0.5 2025-04-24 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/d6b4dbb6-f570-416a-8fcd-ab412bd3e263/personas.png Works - Designing an Integrated Smart Home App: User-Centered Flows and System Architecture - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/dc3841ec-f2f0-42ca-84f0-20e6050414fc/user-flow.png Works - Designing an Integrated Smart Home App: User-Centered Flows and System Architecture - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/2413c5ed-bf67-4965-9819-d26a8356ac52/thematic.png Works - Designing an Integrated Smart Home App: User-Centered Flows and System Architecture - Make it stand out Thematic analysis https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/629f9f82-82fe-489f-a9c1-a81f144f90dd/Group.png Works - 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Designing an Integrated Smart Home App: User-Centered Flows and System Architecture https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1648214652885-JM74TFW6BBLWWIVQT08I/Bitmap+2.png Works - Designing an Integrated Smart Home App: User-Centered Flows and System Architecture https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1648214653415-OH1OP8PGE8MRCGS0JXSY/Bitmap.png Works - Designing an Integrated Smart Home App: User-Centered Flows and System Architecture https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/3a16770e-c147-4e94-a3a2-759c56472dba/market-placement.png Works - Designing an Integrated Smart Home App: User-Centered Flows and System Architecture - Make it stand out Market leader competitive analysis https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/cfec1b6f-7449-4441-8779-4c8f5411c6ea/topaz-design-system.png Works - Designing an Integrated Smart Home App: User-Centered Flows and System Architecture - 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Building a Memorable SaaS Brand: From Strategy to Visual Identity https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1673005455974-KBP3YQJR60EXEPKICTE7/IMG_1414.jpeg Works - Building a Memorable SaaS Brand: From Strategy to Visual Identity https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/eb219fc7-c6cd-47f5-a309-8a2d400d3f07/saad-chaudhry-brand-placement.png Works - Building a Memorable SaaS Brand: From Strategy to Visual Identity - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/48492a0f-ce0a-4d9f-8016-0bb3001980e5/IMG_1445.jpeg Works - Building a Memorable SaaS Brand: From Strategy to Visual Identity - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/ec2b49d4-546a-4c91-b9ad-72168db79d72/saad-chaudhry-brand-logo.png Works - Building a Memorable SaaS Brand: From Strategy to Visual Identity - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/6e30913f-53d1-43b7-8a3f-aea884389747/saad-chaudhry-brand-ui.png Works - Building a Memorable SaaS Brand: From Strategy to Visual Identity - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/2f5a3541-ae33-4a21-b210-b69ce7453f84/saad-chaudhry-brand-email-templates.png Works - Building a Memorable SaaS Brand: From Strategy to Visual Identity - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/3ebd3494-21a6-4d7c-9485-7a4239f24167/saad-chaudhry-brand-identity.png Works - Building a Memorable SaaS Brand: From Strategy to Visual Identity - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/afd621ab-b655-49a5-8cd3-62b752374465/saad-chaudhry-brand-assets.png Works - Building a Memorable SaaS Brand: From Strategy to Visual Identity - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://saadchdhry.com/works/b2b-design-system monthly 0.5 2025-04-24 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/4c5af2bd-21c6-43ff-80ba-0f5474cc5740/saad-chaudhry-linda-key-results.png Works - Building a Scalable B2B Design System - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/547ee3dd-3e60-4d36-8f8a-b14567e08459/Group+3.png Works - Building a Scalable B2B Design System - Linda Linda is a complex B2B product’s stand-alone extensive design system that sets the rules and patterns for design philosophy, and translates them into well-defined yet flexible UI elements. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/e4be198a-e2db-4c82-955c-323d05e5fdad/saad-chaudhry-linda-patterns.png Works - Building a Scalable B2B Design System - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1151dc3f-db81-41d0-92d6-79c3ee8da7ab/saad-chaudhry-linda-components.png Works - Building a Scalable B2B Design System - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/b0e0c2e0-250a-406e-a28e-64feba4c6b90/saad-chaudhry-linda-language.png Works - Building a Scalable B2B Design System - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/4ec87d2c-e31c-4817-b2b1-376d769ba455/saad-chaudhry-linda-templates.png Works - Building a Scalable B2B Design System - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/aca03ef0-ea21-41ab-b20f-2c5e1d2fffc2/saad-chaudhry-linda-elements.png Works - Building a Scalable B2B Design System - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://saadchdhry.com/works/saas-website-redesign monthly 0.5 2025-04-24 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/5cca1629-32e7-4414-a615-3377361936e1/saad-chaudhry-website-fonts.png Works - Transforming a Website for SaaS Success: A Data-Driven Redesign Approach​ - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/198a30ab-88f9-4ab9-9d1f-df73d5cd5243/saad-chaudhry-website-mindmap.png Works - Transforming a Website for SaaS Success: A Data-Driven Redesign Approach​ - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/a269992c-0795-4124-9d90-56504e519d3c/saad-chaudhry-website-overview.png Works - Transforming a Website for SaaS Success: A Data-Driven Redesign Approach​ - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/5e499638-7dc0-49f8-98ca-b938b7f89d28/saad-chaudhry-website-hotjar.png Works - Transforming a Website for SaaS Success: A Data-Driven Redesign Approach​ - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/d1cc54af-8442-4830-9a87-a4aa9305234e/saad-chaudhry-website-black.png Works - Transforming a Website for SaaS Success: A Data-Driven Redesign Approach​ - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/376c6a44-f42a-4230-8105-eaf135085c18/saad-chaudhry-website-a-b.png Works - Transforming a Website for SaaS Success: A Data-Driven Redesign Approach​ - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/fffa318b-4ca7-49a1-9b81-4ed4dcbd2bb0/saad-chaudhry-website-developer-handoff.png Works - Transforming a Website for SaaS Success: A Data-Driven Redesign Approach​ - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://saadchdhry.com/works/feature-framework-zeffi monthly 0.5 2022-04-06 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1630953613035-U3CYSE5612LG5EGS4B20/zeffi-feature-framework.png Works - product framework - Make it stand out A framework that scores all cards by assigning respective weights to each branch. (The chart is intentionally chopped off to put on the internet) https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1630954006536-661LJ2FW0KLCCF9JOLVM/XL_1280+Copy.png Works - product framework - Make it stand out The outcomes of the matrix-framework are mapped to simple two-dimensional graph with X representing the cost, and Y representing the value.(Chart chopped off for internet) https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1630953803672-U6YUCV0UH9LUKGOT7YTE/Impact-map.png Works - product framework - Make it stand out Reconstruction of the Impact Chart by Des traynor, co-founter, Intercom https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1630954186294-CC3DCE8RZAVECX05D2RE/dd-process.png Works - product framework - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://saadchdhry.com/works/appium-bitbar monthly 0.5 2021-11-05 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/659a1b08-978a-43ac-9445-b8358f4548fa/saad-chaudhry-code-problem.png Works - Technical solution architecture - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1628091909177-N45WJ5O3YLSJS1LL9WIY/appium-server-side-concept.jpg Works - Technical solution architecture - Make it stand out Appium at SmartBear https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/42964c2a-75d4-4aa7-b063-6e9f98b1eb64/saad-chaudhry-code-results.png Works - Technical solution architecture - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1628176111058-5GRAZZZFXOT9LPRM1VRP/bitbar-local-vs-cloud.png Works - Technical solution architecture - Make it stand out The two original ways to run Appium @ Bitbar Cloud https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1628157294179-URKZCURJGZGPROCTQW4N/bitbar-appium-original-architecture.png Works - Technical solution architecture - Make it stand out Appium broker architecture • 2013 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/9cfe0fd0-74db-43d5-a99e-40a74cfb9ecb/saad-chaudhry-code-state-of-technology.png Works - Technical solution architecture - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1627936464098-OK359EAXBG8YQHVOU8DG/Group.png Works - Technical solution architecture - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/15c76d1b-2ac8-41a7-83bd-7bcea431de99/saad-chaudhry-code-before-and-after.png Works - Technical solution architecture - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/e828c4a2-7ea9-4ca5-9d18-c801b84b59a4/saad-chaudhry-goal.png Works - Technical solution architecture - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/2c0d8fbb-cadb-48b1-b774-313b59f8ef19/saad-chaudhry-code-bitbar-cloud.png Works - Technical solution architecture - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/03f062ab-6cf2-4fbe-acd8-c0cd255087da/saad-chaudhry-code-architecture.png Works - Technical solution architecture - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://saadchdhry.com/works/android-app-zeffi monthly 0.5 2021-09-06 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1628090349978-OZFON1JTPXDFMV7XCCP4/zeffi-android-bird.jpg Works - bird. android app - Make it stand out Screenshots from the app, taken using silly test data to respect data privacy.Illustrations by Kaja https://saadchdhry.com/works/reporting-app-zeffi monthly 0.5 2021-09-06 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1628089066126-HYQY8UXWA1TXEKOPQ711/zeffi-android-reporting-app.jpg Works - zef reports - mobile apps - Make it stand out Screenshot from the released app, taken using a test account to respect data privacy. Illustrations by Kaja https://saadchdhry.com/works/android-wear-bitbar monthly 0.5 2021-08-05 https://saadchdhry.com/works/android-tester-bitbar monthly 0.5 2021-08-05 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1627936986974-396YSUUYEFE2OOKU9VYK/testroid-tester-app.png Works - android tester app - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://saadchdhry.com/works/android-crowdsourcing monthly 0.5 2021-08-05 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1627937428745-VT1Q5MTPHWLZJ4VZ6TDQ/promo-product.png Works - 4 x android crowdsourcing apps - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1627937949445-9TNZ0BHZSCXY4EVL7Y3J/bin-locator-android-app-saad-chaudhry.jpg Works - 4 x android crowdsourcing apps - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1627938038523-QDC4A77GPEG35XSSBX3B/bin-locator-android-app-saad-chaudhry.jpg Works - 4 x android crowdsourcing apps - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1627937805945-7BAS4G181HGB3CXFG2GN/sports-tracker-android-app-saad-chaudhry.jpg Works - 4 x android crowdsourcing apps - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://saadchdhry.com/works/ubipill-android monthly 0.5 2021-08-05 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1628186366524-1E2NJW1K4ZG2D36MFGLM/ubipill-architecture.png Works - UbiPill - android app - Make it stand out “Caretaker” app as an extension to the UbiPill project https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1628186820198-G7NJT79YU0UUIWYGKCZ6/ubipill-screenshots.png Works - UbiPill - android app - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1628186565932-DDI3Q8GD20XSYTPCTNP3/ubipill-technical-architecture.png Works - UbiPill - android app - Make it stand out UbiPill technical architecture https://saadchdhry.com/works/active-spaces-android monthly 0.5 2021-08-05 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1628187398235-TD7H2PNO29EFKU6FJWRF/active-spaces-saad-chaudhry.png Works - active spaces - android app - Make it stand out An example story, interactively told by reading the NFC tags https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1628187542526-CGID3Q3N7SKRVWU41K1E/active-spaces-nfc-saad-chaudhry.png Works - active spaces - android app - Make it stand out NFC tag manager + reader / writer built into the app for teachers https://saadchdhry.com/works/indoor-positioning-system monthly 0.5 2021-08-05 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1628190374609-IWCJB4DDM4J0ZJ26D5JB/uniomap-saad-chaudhry.png Works - indoor positioning system - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://saadchdhry.com/works/quizjig-android monthly 0.5 2021-08-05 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1628190504243-171VFFFL41OG9AB4L58M/quizjig-android-game-saad-chaudhry.jpg Works - QuizJig - android game app - Make it stand out Screenshots saved from Google Play Store app description https://saadchdhry.com/works/category/Design monthly 0.5 https://saadchdhry.com/works/category/Designer monthly 0.5 https://saadchdhry.com/works/category/Architecture monthly 0.5 https://saadchdhry.com/works/category/Consulting monthly 0.5 https://saadchdhry.com/works/category/Consultant monthly 0.5 https://saadchdhry.com/works/category/Management monthly 0.5 https://saadchdhry.com/works/category/Zeffi monthly 0.5 https://saadchdhry.com/works/category/Code monthly 0.5 https://saadchdhry.com/works/tag/development monthly 0.5 https://saadchdhry.com/works/tag/website monthly 0.5 https://saadchdhry.com/works/tag/ux monthly 0.5 https://saadchdhry.com/works/tag/android monthly 0.5 https://saadchdhry.com/works/tag/marketing monthly 0.5 https://saadchdhry.com/works/tag/coding monthly 0.5 https://saadchdhry.com/works/tag/ui monthly 0.5 https://saadchdhry.com/works/tag/management monthly 0.5 https://saadchdhry.com/works/tag/design monthly 0.5 https://saadchdhry.com/works/tag/visual monthly 0.5 https://saadchdhry.com/works/tag/backend monthly 0.5 https://saadchdhry.com/works/tag/brand monthly 0.5 https://saadchdhry.com/works/tag/fullstack monthly 0.5 https://saadchdhry.com/works/tag/mobile+app monthly 0.5 https://saadchdhry.com/works/tag/architecture monthly 0.5 https://saadchdhry.com/blog daily 1.0 2025-09-10 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/88f7083d-70fb-4f9a-8b79-cfa7ffc43ddb/saad-chaudhry-_xPIVZ79pgQ-unsplash.jpg https://saadchdhry.com/blog/is-saas-dead-or-reincarnating monthly 0.5 2025-09-10 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/4568125a-61c4-4722-a41d-59fe21a30159/intelligence.png blog - Is SaaS Dead? No. Dying? No. Reincarnating? You bet. - Make it stand out Intelligence lied with the humans https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/b205e9b8-2de7-49cb-837e-b6b766581c15/business+logic.png blog - Is SaaS Dead? No. Dying? No. Reincarnating? You bet. - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/dcc08024-754b-4800-9d74-c9f8d9830583/rulebook.png blog - Is SaaS Dead? No. Dying? No. Reincarnating? You bet. - Make it stand out Business logic is a complex rulebook https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/85c5877c-4978-4aec-8074-5bd9b6b6a847/cover.png blog - Is SaaS Dead? No. Dying? No. Reincarnating? You bet. - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/d688561e-1f07-4796-bba1-7fbff88b8cea/ai.png blog - Is SaaS Dead? No. Dying? No. Reincarnating? You bet. - Make it stand out AI business-framework: The new data transformers https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/59b4f7a2-13c2-4629-b1d1-bfef8be1a099/entities.png blog - Is SaaS Dead? No. Dying? No. Reincarnating? You bet. - Make it stand out Anatomy of modern software - Database (i.e. information) & Database Manipulators (i.e. applications) A typical business software today consists two main conceptual sides. 1. A database to store the data. 2. An application to manipulate that data, such as creating, reading, updating, or deleting something (CRUD). The manipulation essentially forms the data into information. We may see the applications in form of backend, containing the bulk of business logic. A front-end (with bit more business logic) for humans to interact with the backend, and an API for other systems to interface with the system. But what's fascinating, is all these components exist for one primary purpose: To manipulate data according to predefined business rules. https://saadchdhry.com/blog/ux-design-psychology-ai-tools monthly 0.5 2025-04-15 https://saadchdhry.com/blog/chatgpt-ux-ui-feedback-validation monthly 0.5 2025-04-15 https://saadchdhry.com/blog/retrieval-augmented-generation-rag-ai monthly 0.5 2025-04-15 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/e06a4f71-ca27-42d3-a2f6-22ca76019c28/image-05.png blog - Unlocking Knowledge with Retrieval-Augmented Generation (RAG) - Storing Knowledge Efficiently with Vector Databases To make retrieval efficient, we first break documents into smaller chunks and store them in a vector database. These chunks are transformed into vector embeddings, which capture their meaning, making it easier to search for relevant information later. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/2d3acb90-c18d-4e51-b868-b224d892f406/image-09.png blog - Unlocking Knowledge with Retrieval-Augmented Generation (RAG) - Why RAG is the Future of AI-Powered Knowledge Compared to traditional LLMs, RAG enables real-time retrieval, proprietary knowledge access, continuous updates, and reduced hallucination risks—all while maintaining the LLM’s ability to generate text. It’s a powerful technique that blends the best of search and generation. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/05df556b-44ce-4cfb-950a-7e080337e964/image-03.png blog - Unlocking Knowledge with Retrieval-Augmented Generation (RAG) - Enhancing Queries with External Knowledge Instead of relying solely on what the model knows, RAG allows us to augment our query. By specifying that we want “a few secrets from grandma’s book,” the system can retrieve private, specialized knowledge, ensuring a more personalized and enriched response. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/8bde7f13-20da-45e5-904a-aa771e0e22b6/image-08.png blog - Unlocking Knowledge with Retrieval-Augmented Generation (RAG) - The Bigger Picture: RAG in Action From a bird’s-eye view, RAG involves querying, retrieving relevant chunks, and feeding them into the LLM for response generation. This approach is not only more accurate but also cost-effective since retrieval is cheaper than model inference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/c756002d-c982-4944-b4b9-4c4683ca9aa7/image-04.png blog - Unlocking Knowledge with Retrieval-Augmented Generation (RAG) - Handling Large Documents with Limited Context LLMs have a limited context window, meaning they can only process a certain amount of text at once. Instead of feeding an entire book into the model, we extract only the most relevant parts, ensuring the LLM focuses on what's truly important. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/b8f41af5-caf1-4d1c-a88f-0bd765e8ca9f/image-06.png blog - Unlocking Knowledge with Retrieval-Augmented Generation (RAG) - Retrieving Relevant Information by Semantic Meaning When a user asks, “How to make the best cookies?”, the query is also converted into a vector. The system then searches the vector database for the most semantically relevant chunks, ensuring it finds the best match rather than just keyword-based results. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/eb13f7cf-20a2-4400-bcbd-1b43b747c046/image-07.png blog - Unlocking Knowledge with Retrieval-Augmented Generation (RAG) - Merging Retrieved Knowledge with LLM Capabilities Now that we have retrieved grandma’s secret recipe, the LLM combines this proprietary knowledge with its language abilities to generate a meaningful and enriched response—something a standard LLM alone couldn’t achieve. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/4d6bb7ef-c9db-4cbd-b432-9f4926125b79/image-10.png blog - Unlocking Knowledge with Retrieval-Augmented Generation (RAG) - Continue Your Learning RAG is a game-changing approach that enhances LLMs by retrieving real-time, proprietary, and relevant knowledge. If you're interested in implementing RAG or diving deeper, here are some great resources to explore: OpenAI Cookbook: A hands-on guide to question answering using embeddings-based search. @IBMTechnology: A YouTube video explaining Retrieval-Augmented Generation. @MervinPraison: Quick code examples to help you get started with RAG implementations. Stay curious, keep experimenting, and explore how RAG can transform your AI applications! Follow me on LinkedIn: linkedin.com/in/saadchdhry https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/11d3c2d0-e52d-4c9c-946c-363498128acc/image-02.png blog - Unlocking Knowledge with Retrieval-Augmented Generation (RAG) - From General Knowledge to Personalized Answers When you ask an LLM how to make the best cookies, it pulls from publicly available information—like generic cookie recipes from the internet. While this works for common knowledge, what if you want something more special, like grandma’s secret recipe? https://saadchdhry.com/blog/tokenization-nlp-llm-guide monthly 0.5 2025-04-15 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/7a90a5ca-2cec-408c-8928-491a780a57f4/frame-02.png blog - Tokenization in natural language processing: Simplified. - What is a Token? A token is a numeric encoding of a discrete piece of text. In simpler terms, when a language model processes words, it doesn't "read" them like humans do—it converts them into numbers. Each word, subword, or character can be represented as a token, depending on the chosen tokenization strategy. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/3bb8f90e-6f5b-4632-8361-b4684d2da390/frame-03.png blog - Tokenization in natural language processing: Simplified. - How Many Tokens Do We Need? Take the sentence: "Tokens are the building blocks of Large Language Models (LLM)." Depending on how we split it, we could have 15 tokens if we use word and subword tokenization. But what happens if we tokenize each character individually? https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/59418ee7-ef92-4a58-8af8-e572cadd2bfb/frame-07.png blog - Tokenization in natural language processing: Simplified. - Finding the Right Balance Optimizing tokenizer vocabulary size is an ongoing challenge. The ideal approach is finding a balance where tokens are neither too simple nor too complex, allowing for efficient processing while maintaining language richness. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/34db4473-20ab-4359-be6d-19e3d096c009/frame-08.png blog - Tokenization in natural language processing: Simplified. - How Do Tokenizers Work? Tokenizers analyze large datasets to determine frequently occurring sequences of text. This is how subwords like "hello" or "ness" become tokens, while less common words get split into smaller pieces. This technique, called Byte-Pair Encoding (BPE), helps models efficiently process text. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/d70d9671-3856-4ba1-93f5-33dc77084385/frame-09.png blog - Tokenization in natural language processing: Simplified. - Further Resources Want to dive deeper? Check out these great resources: Andrej Karpathy on YouTube for deep dives into LLMs. 3Blue1Brown for visual explanations of complex topics. Tiktokenizer by dqbd to experiment with tokenization in real-time. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/252cae62-3983-434c-a1be-d100aee7618f/frame-04.png blog - Tokenization in natural language processing: Simplified. - The Problem with Too Many Tokens If we tokenize each character separately, the same sentence now has 63 tokens instead of 15. This makes processing inefficient since models have to handle more tokens than necessary. Reducing the number of tokens is crucial to optimizing model performance. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/cf1c1f74-c3f4-481f-98b5-641a4fcd4bff/frame-05.png blog - Tokenization in natural language processing: Simplified. - Why Token Count Matters LLMs are built on transformers, which have a limited context window—the number of tokens they can process at once. For instance, GPT-4 has a 32,000-token limit, while models like LLaMA2 and Mistral max out at 8,000 tokens. Efficient tokenization ensures we make the most of this window. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/e72152c3-a657-4f93-beb6-820359df728b/frame-06.png blog - Tokenization in natural language processing: Simplified. - Balancing Tokenization Complexity There’s a tradeoff between having a small vocabulary with more tokens and a large vocabulary with complex tokens. A small vocabulary means the model needs a bigger context window, while a large vocabulary increases computational complexity. https://saadchdhry.com/blog/data-storytelling-chart-selection monthly 0.5 2025-04-15 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/9dcfc53a-5e79-4310-b074-80d349a76129/image-04.png blog - Storytelling with data - Level 2: Ordinal Data – Order Without Exact Differences Ordinal data introduces order, but the gaps between values aren’t necessarily equal. Think of clothing sizes (XS, S, M, L, XL). Since order matters, a lollipop chart or a bar chart works well to show relative positioning. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/990df079-7ea1-415d-8300-236f5d3a76cc/image-06.png blog - Storytelling with data - Level 4: Ratio Data – The Full Package Ratio data is the most powerful—it has true zero, equal spacing, and meaningful ratios. For example, 20 years is truly twice as long as 10 years. Bar charts and histograms are perfect for ratio data since they allow meaningful comparisons. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/bb25cf93-11ee-4754-9eba-cb6b7a3fe5b1/image-03.png blog - Storytelling with data - Level 1: Nominal Data – Names, No Order Nominal data is the simplest form—it categorizes without any inherent ranking. Think of cities, colors, or brands. Here, a bar chart works best, as it simply represents counts or frequencies without implying any order. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/fcad56fe-068b-4eef-bbf4-9f3a0bde9c3e/image-07.png blog - Storytelling with data Want to enhance your data storytelling? Get started with the Dashboard & Charts UI Kit on Figma. Explore more at figma.com/@halfface. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/dd2d0937-0502-4c74-87e6-3ee7799172b2/image-02.png blog - Storytelling with data - What is Level of Measurement? Levels of measurement classify data based on how much information they contain and what we can do with them. Some data is just categorical, while others have numerical precision. Understanding these levels helps us decide how to visualize them. From simple to complex, we have: Nominal – Names and categories. Ordinal – Ranked order but no defined distance. Interval – Consistent differences but no absolute zero. Ratio – Absolute zero exists, meaning values can be compared multiplicatively. The more detailed the data, the more complex the chart can be. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/dca0d3bb-26ad-44a6-95d9-b049ce4b406c/image-05.png blog - Storytelling with data - Level 3: Interval Data – Equal Differences, No True Zero With interval data, we know the spacing between values but lack an absolute zero. A classic example is temperature in Celsius. Line charts are great for interval data because they help show trends over time while maintaining equal spacing between values. https://saadchdhry.com/blog/jobs-to-be-done monthly 0.5 2025-01-23 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/9a447f78-71b1-48a6-8c41-0a1bf0ef94bb/Frame+1.png blog - The Jobs To Be Done (JTBD) framework for product companies - A collective diagram I made from all the learnings A diagram of collection of ideas for product thinking. Mostly an amalgamation of teaching on JTBD framework by Anthony W. Ulwick and Clayton Christensen https://saadchdhry.com/blog/designing-for-print-in-figma monthly 0.5 2025-01-23 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/95381600-7153-49ed-9c94-f4ee5f495ba4/cover.png blog - Designing for print in figma - Can you print design in Figma? ✓ Calculating the frame sizes ✓ Getting the correct DPI in order ✓ Preparing the PDF for print ✓ Compensating for CMYK conversion https://saadchdhry.com/blog/ai-illustrations monthly 0.5 2025-01-23 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/205bda7a-aaf7-42e2-a811-041b73b54225/cover-plasticbarista-ai-illustrations.png blog - AI vector illustrations Figma community ↗ https://saadchdhry.com/blog/ai-illustrations-kzamb monthly 0.5 2025-01-23 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/2b8d788b-12ff-4f04-bf80-ea9130811f29/cover-plasticbarista-image-fitting-in-css-and-figma.png blog - Image fitting in CSS and Figma - Using the right image-fit Figma community ↗ https://saadchdhry.com/blog/problem-insight-solution monthly 0.5 2025-01-30 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/e33944be-1887-4b64-911b-859ffc659f50/cover-pis.png blog - Understanding problem-solution fit under the problem-market fit - A product is only as good as the understanding of the real problem The PIS framework helps us understand the necessity of re-framing the customer requests in order to uncover the actual deeply-hidden root causes. The PIS framework is a philosophical interpretation of the more practical Jobs-To-Be-Done Framework. https://saadchdhry.com/blog/devel-design-framework monthly 0.5 2025-01-23 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/c3366e69-eeae-4354-bbac-ca902e8a61df/cover-plasticbarista-double-diamond.png blog - The DD framework - 2 simple steps → Doing the right thing → Doing the thing right https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/345e4a35-382a-452e-abf6-ce7bee7ed73e/process-abcd.png blog - The DD framework - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/881544b9-6093-46f4-8a90-c2ffc951ddfc/process-a.png blog - The DD framework - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/5cae687c-1742-464b-bb9d-0cf0b6e68ef6/process-d.png blog - The DD framework - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/afe511d4-c9a5-4459-9d3a-930b472d3c6d/process.png blog - The DD framework - Make it stand out My abstraction of the renowned double diamond model of design (British Design Counsel 2005) popularized by Don Norman in his book The design of everyday things https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/ce559ad8-0b81-40c4-8525-9ebf619cb290/process-c.png blog - The DD framework - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/68c56431-fda9-4ea3-a180-2d54e72f3344/process-b.png blog - The DD framework - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://saadchdhry.com/contact daily 0.75 2025-09-10 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/ed96ae80-abfc-4577-bc14-8b84d48ee4a5/saad-chaudhry-knit-mustard-alpha.png https://saadchdhry.com/process daily 0.75 2025-04-21 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1627207687028-ZLH6JZQK8GVJEKHT1LGN/process.png Process (blog) - Make it stand out My abstraction of the renowned double diamond model of design (British Design Counsel 2005) popularized by Don Norman in his book The design of everyday things https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1627223620812-MWVVPT6WJ9OZW9TZ0MBX/process.png Process (blog) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1627413758076-TBA7MFFX6GSEXXWE0PG0/process.png Process (blog) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1627413891196-UC2M6A9K5NH64OGVMMBX/process-b.png Process (blog) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1627211255338-V8X6FSCMM6P0EFWI9ENV/process.png Process (blog) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1627216289135-URM7A7MU75H09H662JWH/process.png Process (blog) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1627224331335-BRX06I2UZQBS4U32XD8W/process.png Process (blog) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1628099847262-PSGOTPBM08XWPN3SGCE6/design-process-saad-chaudhry Process (blog) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://saadchdhry.com/gallery daily 0.75 2025-04-19 https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/207f0e00-929a-4fbe-9907-c92454e92bd0/Artboard.png Gallery Balcony box https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/a20625bf-a946-46b2-ac31-f934c89713bd/Group+6.png Gallery User comment with profile icon and text "I really like this design. Thanks!" https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/111bf9fc-546f-49f0-b602-77b4f19cde49/saad-chaudhry-IPSB5Jcft-A-unsplash.jpg Gallery Snow-covered landscape with trees and fog under a pastel sky https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/5a43def4-8312-43c8-8520-4c2f2c92044c/Artboard+4.png Gallery Biohazard planter https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/fb58efb9-4668-4c19-a0c2-cb3a9c4d327e/Group+8.png Gallery User comment praising design, dated June 28, 2019, by DeeBeeKay. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/90bcb791-7cc5-477e-b5a7-56b23a67839b/saad-chaudhry-xRCgcgOeXAM-unsplash.jpg Gallery Snow-covered trees on a snowy landscape with a soft pink and blue sky. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1630569269847-U9OE0GZ8Q1HIJ5JR52K4/Artboard-4.jpg Gallery Arches - Phone stand https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/46230e9a-4ac1-480e-997e-bd8ea53bc73c/Group.png Gallery Highlighted text saying 'Exactly what I needed, thanks for the design!' https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/02eca30c-0fe7-4ed5-864f-20ffc1d589b6/saad-chaudhry-OzvrsKCa6PE-unsplash.jpg Gallery Colorful sunrise over a misty frozen lake with trees in the distance. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1630569170051-68BKPOZA97K3JPAH9X1C/Tabasco-2.jpg Gallery Tabasco stand https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/4f49ce42-9799-469b-a4ed-91e4b9e9adf1/Group+5.png Gallery Profile picture of an illustrated lion with username Gadgetman, date April 08, 2020, and highlighted text saying 'Beautiful, but... It's a little small...' https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/ea3d91d5-8634-4adc-888b-089257604bea/saad-chaudhry-owpU7qGuJz4-unsplash.jpg Gallery Flamingos in a lake at sunset with orange and purple sky. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/cd038075-ade5-4ac9-a377-cebaa08f543f/Artboard+2.png Gallery Apple watch charging dock https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/13462197-6857-4817-90cf-e82d6d579d6c/Group+10.png Gallery Comment by Eliasen thanking PlasticBarista for help with gear issue, dated June 23, 2019. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/c0a3769d-e4ad-457d-a5cb-1c88077b9381/saad-chaudhry-bAXqzTJ_OdQ-unsplash.jpg Gallery Three deer standing in a field with trees in the background. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/ec55b039-f067-4bb3-a68b-2877299ea516/Group+14.png Gallery Text with phrases 'visually pleasing' and 'nice and stable' highlighted. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/2bb8cc94-7f74-4875-abc5-4b4d12c9548e/large_display_cc6edecd-071a-467b-a78e-35d8dd95026a.jpg Gallery Blue smartphone with two suction cups attached, placed on a white stand against a plain background. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/e88a232d-8d15-4259-85e5-413074775eb9/saad-chaudhry-Qv3YmwbtVRw-unsplash+%282%29.jpg Gallery Aerial view of a sandy beach with turquoise ocean waves and a lone white vehicle parked near the shoreline. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/003f9e0c-92af-47a3-9630-005428e88369/EIMG_IMG_2306.jpg Gallery Gojira art https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/b0e64a6f-f7ba-41e4-889a-6f631ebde811/Group+3.png Gallery User comment with avatar showing Superman logo, username "shahan," date "January 10, 2020," and text "Great design, Thanks for share." https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/d4e0a877-8868-45d0-970c-ad2048887ba5/saad-chaudhry-Xm5jDcBv_oE-unsplash.jpg Gallery Dramatic sea cliffs with green grass tops along the ocean under a cloudy sky. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/663bb313-0249-4fa2-a0df-3842c37da74e/Artboard-1.png Gallery Bike / Scooter / Bicycle phone holder https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/3a4a2029-9fbb-4181-bc6b-ea8b6985f04c/FordFanatic.png Gallery Screenshot of a comment by FordFanatic dated August 07, 2021, praising a clean design for a phone mount and inquiring about a version for a 31.8mm mountain bike handlebar. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/1b72ae84-fd52-4325-9735-b10999c44653/saad-chaudhry-pM2Hpsi-Hxs-unsplash.jpg Gallery Reindeer standing in snowy forest landscape with blurred trees in background. https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/c8fe52ca-c477-4cca-952b-e9b9c547de2c/EIMG_IMG_2288.jpg Gallery Universal laptop clamshell stand https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/e34b139a-8912-4dac-a1f1-723d392e328d/Group+12.png Gallery Comment from user rodridagaz dated June 21, 2019, saying: "Excellent desing sir! , can you make a same desing but square or cubic form?" https://images.squarespace-cdn.com/content/v1/60f2a280af675831baf540e4/5b9f65ed-f5c2-41ff-b45b-9120088ae5c4/igorfgois.png Gallery User comment on a project with a date and username. The text expresses satisfaction with a print ordered from a professional, mentioning that the person who printed it also wanted a copy. 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