--- title: "Home" date: 2024-09-03 author: "admin admin" --- # Home [ 4.9 Based on 52 reviews ](https://clutch.co/profile/spiral-scout?utm_source=widget&utm_medium=1&utm_campaign=widget&utm_content=num_reviews&utm_term=spiralscout.com#reviews) # We Build Systems, Not Shortcuts. Most software agencies build tools that work until they don’t. We build systems rooted in how your business actually makes decisions with guardrails, audit trails, and logic your team can modify without being dependent on engineering long-term. Most businesses are stuck between two bad options: hire more engineers or depend on vendors. There’s a third way [BUILD A NEW PRODUCT ](/services/it-consulting/product-discovery) [encode YOUR EXPERTISE](/services/ai-implementation/ai-readiness-audit) TRUSTED TO BUILD SYSTEMS FOR: Trusted TO BUILD SYSTEMS FOR: [ ![Qualcomm Logo](https://stage.spiralscout.com/wp-content/uploads/2025/12/logo-qualcomm-white.svg) ![Qualcomm Logo](https://stage.spiralscout.com/wp-content/uploads/2025/12/logo-qualcomm-colored.svg) AI ](https://stage.spiralscout.com/case/interactive-ai-experience-for-a-leading-tech-summit) [ ![Found Logo](https://stage.spiralscout.com/wp-content/uploads/2025/12/logo-found-white-1.svg) ![Found Logo](https://stage.spiralscout.com/wp-content/uploads/2025/12/logo-found-color.svg) Mobile App ](https://stage.spiralscout.com/case/mobile-app-development-for-healthcare-startup) [ ![Temporal Logo](https://stage.spiralscout.com/wp-content/uploads/2025/12/logo-temporal-white.svg) ![Temporal logo](https://stage.spiralscout.com/wp-content/uploads/2025/12/temporal-logo-dark.svg) Workflows ](https://stage.spiralscout.com/case/temporal-php-sdk-for-microservice-platform) [ ![Project Fortress Logo](https://stage.spiralscout.com/wp-content/uploads/2025/12/project-fortress-white.svg) ![Project Fortress Logo](https://stage.spiralscout.com/wp-content/uploads/2025/12/project-fortress-black.svg) AI ](https://stage.spiralscout.com/case/salesforce-ai-integration-for-law-saas-fortress) [ ![Appspace Logo](https://stage.spiralscout.com/wp-content/uploads/2025/12/logo-appspace-white.svg) ![Appspace Logo](https://stage.spiralscout.com/wp-content/uploads/2025/12/logo-appspace-colored.svg) SaaS ](https://stage.spiralscout.com/case/appspace-b2b-software-development-case-study) [ ![zoom logo](https://stage.spiralscout.com/wp-content/uploads/2024/09/3-1.svg "zoom logo") ![zoom logo](https://stage.spiralscout.com/wp-content/uploads/2024/09/3-2.svg "zoom logo") SaaS ](https://stage.spiralscout.com/case/custom-wordpress-design-and-development-zoom) [ ![Made In Logo](https://stage.spiralscout.com/wp-content/uploads/2025/12/made-in-logo-white-3.svg) ![Made In Logo](https://stage.spiralscout.com/wp-content/uploads/2025/12/made-in-logo-colored-2.svg) E-commerce ](https://stage.spiralscout.com/case/shopify-website-development-an-outstanding-ecommerce-experience) ## How Can We Help ### Building a New Product? Lock in your architecture and ship a production-ready backend in weeks, not months. No fragile prototypes. No agency lock-in. [SCOPE YOUR MVP ](/services/it-consulting/product-discovery) ### Optimizing an Established Firm? Capture senior expertise and systematize workflows before that knowledge walks out the door. Protect your margins. [START WORKFLOW AUDIT](/services/ai-implementation/ai-readiness-audit) ## The Patterns We See Every Day ### The Fragile MVP You hired an agency to build fast, but they build cheap. The prototype collapses the moment real customers hit production. ### Tribal Knowledge 20% of your core business logic and competive moat lives only in the heads of senior staff. When they leave, the capability leaves with them. ### The Staffing Trap Generic dev shops sell you “staff augmentation” to trap you in endless monthly retainers. You trade manual work for manual developer maintenance. ## Why Teams Bring Us in After 16 years in business, teams come to Spiral Scout when their systems start to buckle under real usage. Manual workflows don’t scale, automation becomes hard to trust, and AI efforts stall once they leave the demo. We work alongside owners and engineering teams to turn those fragile setups into controllable, observable systems that run inside real businesses. The work is less about shipping features and more about designing for trust, failure, change, and long-term ownership. Our focus isn’t experimentation for its own sake. It’s building systems your team can operate, extend, and trust without being dependent on engineers forever. ### 1520+ systems built ### 120+ TEAM MEMBERS ### < 24 HOURS START YOUR AI ASSESSMENT [****START y**our **ASSESSMENT****](https://stage.spiralscout.com/services/ai-implementation/ai-readiness-audit) ![Spiral Scout team](https://stage.spiralscout.com/wp-content/uploads/2025/03/IMG_4956-1-1-1.jpg "Spiral Scout team")![John and JD](https://stage.spiralscout.com/wp-content/uploads/2025/03/AI-Temporal-1-1.jpg "John and JD") ## Real Transformation Stories We don’t just ship features. We install capabilities. See how we turn industry expertise into working systems. - ![Preview](https://stage.spiralscout.com/wp-content/uploads/2026/03/Preview-1.png) ### Market Discovery & System Framing for an AI-Driven Investor Relations Platform Established the architectural and market foundation for an AI-native earnings call product. AI-Assisted Workflows, Discovery, Investor Relations, Capital Markets [Link](https://stage.spiralscout.com/case/ai-investor-relations-market-discovery) - ![Preview](https://stage.spiralscout.com/wp-content/uploads/2026/03/Preview-3.png) ### Conversational CRM Agent Orchestration for Salesforce-Native SaaS Shipped a resilient multi-agent architecture that turns complex Salesforce CRM data into a conversational interface for sales teams. AI Agent Automation, Workflow Orchestration, Salesforce Integration [Link](https://stage.spiralscout.com/case/conversational-crm-agent-salesforce) - ![Staq](https://stage.spiralscout.com/wp-content/uploads/2024/08/Staq.jpg) ![Staq logo](https://stage.spiralscout.com/wp-content/uploads/2024/08/Staq_idQ95uE_5__0.svg)### Agentic Workflow Orchestration for Autonomous Banking Infrastructure Architected a Temporal-backed agentic runtime for a fintech platform shipping autonomous financial workflows to regulated markets. AI Agents, Temporal Orchestration, Fintech/Banking [Link](https://stage.spiralscout.com/case/agentic-workflow-orchestration-autonomous-banking) - ![Car Advise Preview](https://stage.spiralscout.com/wp-content/uploads/2026/03/Car-Advise-Preview.png) ![CA Logo](https://stage.spiralscout.com/wp-content/uploads/2026/03/CA-Logo-Fearless-Orange.svg)### Designing Agentic Control Systems for Data Integrity & Financial Readiness Engineered a configuration system replacing tribal knowledge with enforced rules, deployed to distributors without IT drag. AI Agents, Data Governance, Workflow Orchestration [Link](https://stage.spiralscout.com/case/agentic-control-system-design-automotive-marketplace) - ![Danfos - preview](https://stage.spiralscout.com/wp-content/uploads/2024/08/Danfos-preview.png) ![Danfoss Logo](https://stage.spiralscout.com/wp-content/uploads/2026/03/RGB-Danfoss-boxlogo-2025-Red.png)### Rules-Driven Configuration Architecture for the Danfoss Network Engineered a configuration system replacing tribal knowledge with enforced rules, deployed to distributors without IT drag. Guided Configuration Logic, Platform Engineering, Supply Chain [Link](https://stage.spiralscout.com/case/intellibuild-danfoss-configuration-platform) - ![CPQ engine Temporal](https://stage.spiralscout.com/wp-content/uploads/2024/12/fouu5j7y-cpq-preview-1-1.jpg "CPQ engine Temporal") ![ARG logo](https://stage.spiralscout.com/wp-content/uploads/2024/12/logo-5.png)### Turning Complex Quoting into Controlled, Repeatable Systems Implemented CPQ that cut quote turnaround time by 50% and increased sales accuracy, driving higher revenue. CUSTOM DEVELOPMENT, QUOTING AUTOMATION, TEMPORAL [Link](https://stage.spiralscout.com/case/cpq-implementation-case-study-alaska-rubber) - ![Temporal PHP SDK](https://stage.spiralscout.com/wp-content/uploads/2024/12/ri6qpscj-hgwbqjsg-temporal-io-preview-.png "Temporal Preview") ![Temporal PHP SDK](https://stage.spiralscout.com/wp-content/uploads/2024/12/temporal-logo-dark.svg "Temporal logo")### Temporal PHP SDK for Open-Source Microservice Platform Spiral Scout’s PHP SDK for Temporal cut workflow dev time 40%. It enabled reliable microservices for thousands, scaling with $100M+ in funding. TEMPORAL SOFTWARE DEVELOPMENT [Link](https://stage.spiralscout.com/case/temporal-php-sdk-for-microservice-platform) - ![Preview for Qualcomm case](https://stage.spiralscout.com/wp-content/uploads/2025/03/Preview_Qualcomm.jpg "Preview_Qualcomm") ![Qualcomm Logo](https://stage.spiralscout.com/wp-content/uploads/2024/10/Qualcomm-Logo.svg.png)### Interactive AI Experience for Qualcomm’s Snapdragon 2023 Summit Created AI demo engaging 2,000+ attendees and boosting event interaction by 50%. Mobile DEVELOPMENT, AI SOLUTIONS [Link](https://stage.spiralscout.com/case/interactive-ai-experience-for-a-leading-tech-summit) - ![Preview Gorgias](https://stage.spiralscout.com/wp-content/uploads/2025/10/Preview_Gorgias.jpg) ![Gorgias Logo](https://stage.spiralscout.com/wp-content/uploads/2024/09/Gorgias_logo-1.jpg)### AI Agentic Automation for E-Commerce Support Scaled conversational AI for 15,000+ e-commerce brands through Temporal Cloud-powered workflows. AI AGENTIC AUTOMATION | TEMPORAL CLOUD SOLUTIONS [Link](https://stage.spiralscout.com/case/ai-agentic-automation-ecommerce-support) - ![Total deal values](https://stage.spiralscout.com/wp-content/uploads/2025/01/projectfortress-preview_1.jpg "projectfortress preview_1") ![Project Fortress logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/IMG_3912.jpeg "Project Fortress logo")### Salesforce AI Integration for Fortress (Legal SaaS) Automated 80% of deal management tasks in Salesforce, cutting manual work and boosting efficiency in legal workflows. SALESFORCE INTEGRATION | AI SOLUTIONS | CORPORATE LAW FOCUS [Link](https://stage.spiralscout.com/case/salesforce-ai-integration-for-law-saas-fortress) [VIEW ALL SYSTEM BUILDS](/case) ## How We Turn Your Expertise into a System ### **Reference Layer** We ingest your raw domain knowledge, unstructured documents, and data. ### **Operational Playbooks** We map your standard operational workflows and edge cases. ### Decision Rules We extract the “gut feeling” and tribal logic of your senior experts. ### **Agentic Runtime** We deploy durable code and autonomous agents that execute the work with stability. - ![zoom logo](https://stage.spiralscout.com/wp-content/uploads/2024/09/3-2.svg "zoom logo") ### Spiral Scout truly cares about the end results. ![Matt Torman](https://stage.spiralscout.com/wp-content/uploads/2024/12/Matt-Torman.jpg "Matt Torman") Matt Torman **Zoom,** Content Marketing Manager - ![Temporal PHP SDK](https://stage.spiralscout.com/wp-content/uploads/2024/12/temporal-logo-dark.svg "Temporal logo") ### Very rare to find such a motivated and dedicated technical team. They took an incredibly broad task and delivered a high-quality result with zero experience in our domain. ![Ryland Goldstein](https://stage.spiralscout.com/wp-content/uploads/2024/11/Ryland-Goldstein.jpeg "Ryland Goldstein") Ryland Goldstein **Temporal,** Head of Product - ![elb logo](https://stage.spiralscout.com/wp-content/uploads/2024/11/elb-logo.svg "elb logo") ### A long partnership with Spiral Scout has brought in sizable revenue and several industry awards. ![Rich Vass](https://stage.spiralscout.com/wp-content/uploads/2024/11/eLearning-Brothers.jpeg "Rich Vass eLearning Brothers") Rich Vass **eLearning Brothers,** Director of Custom Solutions Strategies - ![Consensus logo](https://stage.spiralscout.com/wp-content/uploads/2024/12/Consensus-logo-1-1.png "Consensus logo") ### We are operating at about a fifth the cost of our previous local dev team while maintaining the quality and rate of development of our products and services. ![Consens.us_Geoff Beckstrom](https://stage.spiralscout.com/wp-content/uploads/2024/12/Consens.us_Geoff-Beckstrom.webp "Consens.us_Geoff Beckstrom") Geoff Beckstrom **Consens.us,** Former VP of Operations - ![Made In Logo](https://stage.spiralscout.com/wp-content/uploads/2025/12/made-in-logo-colored-2.svg) ### Spiral Scout kept their promises regarding the project’s scope and speed which makes them a valuable long-term partner. ![Chip Malt](https://stage.spiralscout.com/wp-content/uploads/2024/11/Made-In-Cookware.jpeg "Chip Malt_Made In Cookware") Chip Malt **Made In Cookware,** CEO - ![Chequeout](https://stage.spiralscout.com/wp-content/uploads/2024/11/Logo-Chequeout.png "Logo-Chequeout") ### Spiral Scout’s a great team and fantastic technology partner that we view as an equal part of our company. ![Meredith Dunn](https://stage.spiralscout.com/wp-content/uploads/2024/11/Chequeout.jpeg "Meredith Dunn") Meredith Dunn **Chequeout,** CMO & Co-founder - ![drewaltizer logo](https://stage.spiralscout.com/wp-content/uploads/2024/12/drewaltizer-logo.svg "drewaltizer logo") ### They find the best solution for the problem instead of just finding the easiest way to solve the problem. ![Drew Altizer](https://stage.spiralscout.com/wp-content/uploads/2024/12/Drew-Altizer.jpg "Drew Altizer") Drew Altizer **Drew Altizer Photography,** Owner - ![found logo](https://stage.spiralscout.com/wp-content/uploads/2024/12/IMG_3930.png "found logo") ### As our application’s complexity increased, the Spiral Scout QA engineers stepped up, managing the details with a proactive and self-driven approach. They’ve been instrumental in filling knowledge gaps and ensuring we stay aligned with our objectives. ![Found](https://stage.spiralscout.com/wp-content/uploads/2024/11/Found.png "Found") Hector Borges **Found,** Director of Engineering, Growth & Consumer Experience - ![Made In Logo](https://stage.spiralscout.com/wp-content/uploads/2025/12/made-in-logo-colored-2.svg) ### Spiral Scout really knows the Shopify ecosystem and keeps their promises regarding the project’s scope and delivery. ![Chip Malt](https://stage.spiralscout.com/wp-content/uploads/2024/11/Made-In-Cookware.jpeg "Chip Malt_Made In Cookware") Chip Malt **Made In Cookware,** CEO - ![Project Fortress logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/IMG_3912.jpeg "Project Fortress logo") ### We’re really impressed with Wippy.ai. Chris Chung **Project Fortress,** Chief Product Officer - ![Trustr](https://stage.spiralscout.com/wp-content/uploads/2024/11/TRUSTR-logo.jpg "Trustr") ### Spiral Scout did a great job of translating business goals into development requirements and building exactly what I needed. ![Bill Cummings](https://stage.spiralscout.com/wp-content/uploads/2024/11/TrusrtR.jpg "Bill Cummings") Bill Cummings **TRUSTR,** CEO - ![elb logo](https://stage.spiralscout.com/wp-content/uploads/2024/11/elb-logo.svg "elb logo") ### Their adaptability, commitment to our needs, and super work impressed us. ![The Game Agency Brian McMillan](https://stage.spiralscout.com/wp-content/uploads/2024/12/The-Game-Agency-Brian-McMillan.jpg "The Game Agency Brian McMillan") Brian McMillan **The Game Agency,** Producer - ![Yellow+Berkeley+and+blue+Skydeck,+letter+D+formed+by+half-moon](https://stage.spiralscout.com/wp-content/uploads/2024/12/YellowBerkeleyandblueSkydeckletterDformedbyhalf-moon-1.png) ### They were a very responsive team — I felt like they were on it at all times. ![Berkeley SkyDeck Sibyl Chen](https://stage.spiralscout.com/wp-content/uploads/2024/12/Berkeley-SkyDeck-Sibyl-Chen.jpg "Berkeley SkyDeck Sibyl Chen") Sibyl Chen **Berkeley SkyDeck,** Senior Director, Startup Accelerator - ![Brilliant Tech logo](https://stage.spiralscout.com/wp-content/uploads/2024/12/IMG_3987.png "Brilliant Tech logo") ### They performed pixel-perfect execution and kept their promises around budgets and timelines. ![Gaurav Hardikar Brilliant Tech](https://stage.spiralscout.com/wp-content/uploads/2024/12/Gaurav-Hardikar.jpg "Gaurav Hardikar Brilliant Tech") Gaurav Hardikar **Brilliant Tech,** VP of Product - ![Blue Oak Logo](https://stage.spiralscout.com/wp-content/uploads/2024/12/blueoak.jpg) ### They over deliver, pay close attention to detail, listen more than speak and care more than expected. ![Matthew Kenaston](https://stage.spiralscout.com/wp-content/uploads/2024/12/Matthew-Kenaston.jpg "Matthew Kenaston") Matthew Kenaston **Blue Oak Capital, LLC,** Partner - ![Human Touch Logo](https://stage.spiralscout.com/wp-content/uploads/2024/12/Human-Touch-Logo-1.png "Human Touch Logo") ### Spiral Scout has been amazing to work with. ![Human Touch, LLC_Megan Harvey](https://stage.spiralscout.com/wp-content/uploads/2024/12/Human-Touch-LLC_Megan-Harvey.jpg "Human Touch, LLC_Megan Harvey") Megan Harvey **Human Touch, LLC,** Digital Marketing Manager - ![OFF THE MENU logo](https://stage.spiralscout.com/wp-content/uploads/2024/12/OFF-THE-MENU-logo.png "OFF THE MENU logo") ### Spiral Scout was a one-stop solution for all our needs. Mike Staz **Off the Menu,** Director - ![BENCHMARK EDUCATION logo](https://stage.spiralscout.com/wp-content/uploads/2024/12/BENCHMARK-EDUCATION-logo.webp "BENCHMARK EDUCATION logo") ### They don’t build something and disappear. They take a lot of pride in what they do. ![Will-Reycraft-Benchmark](https://stage.spiralscout.com/wp-content/uploads/2024/12/Will-Reycraft-Benchmark-2.jpg "Will-Reycraft-Benchmark") Will Reycraft **Benchmark Education,** Director - ![Snapwire logo](https://stage.spiralscout.com/wp-content/uploads/2024/11/Snapwire-logo.png "Snapwire logo") ### Out of every developer I’ve worked with, the Spiral Scout team is probably the most skilled. ![Chad](https://stage.spiralscout.com/wp-content/uploads/2024/11/Chad.jpeg "Chad") Chad Newell **Snapwire Media Inc.,** CEO - ### They are very knowledgeable, thorough, efficient, and always quick to respond with a reasonable quote which is flexible enough to meet our deadlines. ![Brandy Peightal](https://stage.spiralscout.com/wp-content/uploads/2024/12/Brandy-Peightal.jpeg "Brandy Peightal") Brandy Peightal **Thoughtform,** Product Owner - ![framedandmatted](https://stage.spiralscout.com/wp-content/uploads/2024/11/framedandmatted-logo.png "framedandmatted logo") ### The overall experience has been great and highly recommend. Matthew Droessler **Framed and Matted,** Co-Founder - ![found logo](https://stage.spiralscout.com/wp-content/uploads/2024/12/IMG_3930.png "found logo") ### Super excited to work with Spiral Scout and we are thankful for our partnership with them. ![Alex Linares](https://stage.spiralscout.com/wp-content/uploads/2024/11/gadlnp5-alex-linares-found-min.jpg "Alex Linares") Alex Linares **Found,** CPO - ### It wasn’t easy to part ways with my entire, current dev team and place a bet on Spiral Scout but it’s the best thing that I did. ![Garin Hess](https://stage.spiralscout.com/wp-content/uploads/2024/11/Garin-Hess.jpeg "Garin Hess") Garin Hess **Consensus,** CEO - ![The Collective Logo](https://stage.spiralscout.com/wp-content/uploads/2026/02/Frame-9.svg) ### Everyone from Spiral Scout was professional, knowledgeable, patient (steep learning curve for us), caring and went above and beyond to make sure we were thrilled with the final result. Abiah Karthauser **The Collective** ## Talk Founder to Founder Building a product is a business decision, not just a code problem. Stop fighting endless agency retainers and fragile prototypes. Discuss your product roadmap, market goals, and timeline directly with our CEO, John Griffin. No sales deck and just a straight conversation about how to get your system to market. We review every request personally to ensure we are the right strategic fit. [BOOK ROADMAP CALL ](https://meetings.hubspot.com/john-griffin3) ![John Griffin](https://stage.spiralscout.com/wp-content/uploads/2026/03/Airbrush-OBJECT-REMOVER-1774723423106-1-1.jpg "John Griffin") ![People working break](https://stage.spiralscout.com/wp-content/uploads/2025/01/people-working-break-12354.webp) ## Your Questions, Answered When is Spiral Scout not a good fit?We are not a fit if you are looking for a cheap AI chatbot, a short-term prototype with no production plan, or pure staff augmentation sold as systems work. We build durable infrastructure. Our work assumes you want long-term ownership over your product and operations. How do we avoid vendor lock-in when building AI agents?By owning your runtime. We don’t build on closed platforms that trap your data. We build your system using our open-core Wippy framework. Every workflow, agent, and data pipeline can be exported or moved. Client independence is a core feature of our work; you own the code and the system completely. Can AI agents run on private infrastructure and existing legacy systems?Yes. We specialize in inheriting complex legacy codebases and fragmented data. For enterprise environments, we design a “Reference Layer” architecture where agents operate exclusively on your private infrastructure, ensuring sensitive data never leaks to public models like OpenAI. Who will actually implement the AI agents and build the system?You work exclusively with senior architects and domain-focused engineers. We do not run a bench of juniors or offshore generalists. You get direct access to the technical leadership who actually designs and builds the agentic workflows. How much does it cost to implement AI agents for business workflows?We price the system and the outcome, not raw hourly engineering effort. A Phase Zero architecture sprint (for Founders) stays under $25,000. Full Operational Knowledge Extractions (for Established Firms) start at $25,000+. We do not compete on offshore headcount rates. Do companies usually build AI agents internally or hire external vendors?Both, but sequence matters. 80% of an AI agent system is standard plumbing (durability, state management, observability); 20% is your unique domain expertise. Companies hire us to install the 80% Bank-Grade infrastructure instantly so their internal experts can focus solely on teaching the agents the 20% business logic. ## Our Awards and Certifications - ![Temporal badge](https://stage.spiralscout.com/wp-content/uploads/2024/01/Certified-Cloud-Partner-Badge.svg "Certified Cloud-Partner-Badge") - ![Top Clutch Ai Agents Company 2025 Award](https://stage.spiralscout.com/wp-content/uploads/2024/09/Top-Clutch-Ai-Agents-Company-2025-Award.png) - ![Clutch 1000 2025 badge](https://stage.spiralscout.com/wp-content/uploads/2024/03/Clutch-1000-2025-badge-1-1-1-1-1.png) - ![San Francisco Business Times awards 2022](https://stage.spiralscout.com/wp-content/uploads/2024/09/2.svg "San Francisco Business Times awards 2022") - ![Top Clutch Robotics Company San Francisco 2025](https://stage.spiralscout.com/wp-content/uploads/2024/09/Top-Clutch-Robotics-Company-San-Francisco-2025.png) - ![new york design awards better future winner 2022](https://stage.spiralscout.com/wp-content/uploads/2024/09/5-1.svg "new york design awards better future winner 2022") - ![forbes 2020 Agency Council](https://stage.spiralscout.com/wp-content/uploads/2024/09/3.svg "forbes 2020 Agency Council") - ![Top Clutch E-commerce Developers San Francisco 2025](https://stage.spiralscout.com/wp-content/uploads/2024/09/Top-Clutch-E-commerce-Developers-San-Francisco-2025.png) ## Actionable Insights. Delivered. Stay in the know with expert takes, emerging trends, and practical strategies straight from the front lines of innovation. - [Wippy Platform: The Intelligent Application Runtime](https://stage.spiralscout.com/blog/ai-driven-automation-development-with-wippy) ![Wippy Platform_ The Intelligent Application Runtime](https://stage.spiralscout.com/wp-content/uploads/2025/04/Wippy-Platform_-The-Intelligent-Application-Runtime-1.jpg) - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise) ### Wippy Platform: The Intelligent Application Runtime by [Anton “JD” Titov](https://stage.spiralscout.com/blog/author/antontitov) - [Claude managed agents vs Wippy: rent the rails, or own the runtime?](https://stage.spiralscout.com/blog/claude-managed-agents-alternative-wippy) ![Claude managed agents vs Wippy](https://stage.spiralscout.com/wp-content/uploads/2026/04/IMG_9666-Picsart.png) - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise) ### Claude managed agents vs Wippy: rent the rails, or own the runtime? by [John Griffin](https://stage.spiralscout.com/blog/author/johngriffin) - [Encode Your Firm’s Expertise Before a Competitor Does](https://stage.spiralscout.com/blog/encode-tribal-knowledge-professional-services-ai) ![Your Firm’s Best Thinking Is Trapped in People’s Heads](https://stage.spiralscout.com/wp-content/uploads/2026/03/Your-Firms-Best-Thinking-Is-Trapped-in-Peoples-Heads.jpg "Your Firm’s Best Thinking Is Trapped in People’s Heads") - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise) ### Encode Your Firm’s Expertise Before a Competitor Does by [John Griffin](https://stage.spiralscout.com/blog/author/johngriffin) - [The Missing Layer Between Your AI Agent and Production](https://stage.spiralscout.com/blog/missing-layer-ai-agent-production-runtime) ![The Missing Layer Between Your AI Agent and Production](https://stage.spiralscout.com/wp-content/uploads/2026/03/The-Missing-Layer-Between-Your-AI-Agent-and-Production.png "The Missing Layer Between Your AI Agent and Production") - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise) - [Production Systems & Architecture](https://stage.spiralscout.com/blog/category/production-systems-and-architecture) ### The Missing Layer Between Your AI Agent and Production by [John Griffin](https://stage.spiralscout.com/blog/author/johngriffin) - [Your AI Demo Works. Your AI Project Will Not. Here Is Why.](https://stage.spiralscout.com/blog/why-ai-projects-fail-demo-to-production) ![YOUR AI DEMO WORKS. YOUR AI PROJECT WILL NOT.](https://stage.spiralscout.com/wp-content/uploads/2026/03/85b0ac7f-54a0-491b-95b0-66e5472496a4-1.jpg) - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise) ### Your AI Demo Works. Your AI Project Will Not. Here Is Why. by [John Griffin](https://stage.spiralscout.com/blog/author/johngriffin) - [How to Deploy AI Agents That Actually Work Inside Your Company](https://stage.spiralscout.com/blog/deploy-ai-agents-that-work) ![How to Deploy AI Agents](https://stage.spiralscout.com/wp-content/uploads/2026/03/How-to-Deploy-AI-Agents.png) - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise) ### How to Deploy AI Agents That Actually Work Inside Your Company by [John Griffin](https://stage.spiralscout.com/blog/author/johngriffin) - [AI Agent Governance Is an Architecture Problem, Not a Policy Problem](https://stage.spiralscout.com/blog/ai-agent-governance-architecture) ![AI Agent governance](https://stage.spiralscout.com/wp-content/uploads/2026/03/AI-Agent-governance-1.jpg) - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise) ### AI Agent Governance Is an Architecture Problem, Not a Policy Problem by [John Griffin](https://stage.spiralscout.com/blog/author/johngriffin) - [The 200-Email AI Disaster: Why Agent Architecture Matters](https://stage.spiralscout.com/blog/openclaw-vs-wippy-agent-architecture) ![Why Agent Architecture Matters](https://stage.spiralscout.com/wp-content/uploads/2026/03/image1.jpg) - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise) ### The 200-Email AI Disaster: Why Agent Architecture Matters by [John Griffin](https://stage.spiralscout.com/blog/author/johngriffin) - [How to Build a Knowledge Base for Agents](https://stage.spiralscout.com/blog/how-to-build-ai-agent-knowledge-base) ![How to build AI agent knowledge base](https://stage.spiralscout.com/wp-content/uploads/2026/03/A-Practical-Guide-for-Teams-Working-with-AI-Agents.png) - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise) ### How to Build a Knowledge Base for Agents by [John Griffin](https://stage.spiralscout.com/blog/author/johngriffin) - [Agentic AI Architecture: How Enterprise AI Agents Actually Make It to Production](https://stage.spiralscout.com/blog/agentic-ai-architecture-production-patterns) ![Agentic AI Architecture](https://stage.spiralscout.com/wp-content/uploads/2026/02/Agentic-AI-Architecture.jpg) - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise) - [Production Systems & Architecture](https://stage.spiralscout.com/blog/category/production-systems-and-architecture) ### Agentic AI Architecture: How Enterprise AI Agents Actually Make It to Production by [John Griffin](https://stage.spiralscout.com/blog/author/johngriffin) - [Stop Building “AI Products.” Start Encoding Tribal Knowledge.](https://stage.spiralscout.com/blog/encode-tribal-knowledge-vertical-ai-agents) ![Stop Building “AI Products.” Start Encoding Tribal Knowledge.](https://stage.spiralscout.com/wp-content/uploads/2026/02/STOP-BUILDING-AI-PRODUCTS.jpg) - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise) ### Stop Building “AI Products.” Start Encoding Tribal Knowledge. by [John Griffin](https://stage.spiralscout.com/blog/author/johngriffin) [read more insights](https://stage.spiralscout.com/blog) ## Stop Paying for People. Start Owning the System WHAT’S NEXT 1 Meet the founders 2 Tell us your goals 3 Receive a proposal 4 Project kickoff ![John Griffin](https://stage.spiralscout.com/wp-content/uploads/2026/04/John.png "John Griffin")### John Griffin Co-Founder, CEO ![Anton JD Titov](https://stage.spiralscout.com/wp-content/uploads/2026/04/Anton-2.png "Anton JD Titov")### Anton “JD” Titov Co-Founder, CTO *“Anton is an exceptional technologist. I would feel comfortable having him work on any technical challenge.”* – Ryland Goldstein, Head of Product, Temporal