--- title: "Expertise" date: 2024-09-25 author: "admin admin" featured_image: "https://stage.spiralscout.com/wp-content/uploads/2025/01/IT-Outstaffing.jpg" --- # Expertise ![Spiral Scout Services](https://stage.spiralscout.com/wp-content/uploads/2026/06/Untitled-Project-1.jpg) [ 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) # Your Expertise Belongs in a System, Not a Person’s Head. The breaking point is always the same: the business outgrows the people holding it together. Whether that means a founder who cannot scale their domain expertise into a working product, or a firm whose critical decisions live in a handful of senior heads, we build the infrastructure that closes that gap. Today that means [AI agent systems](https://spiralscout.com/services/ai-implementation/ai-agent-automation) built for production, not demos. You own it when we are done. [scope my mvp ](https://stage.spiralscout.com/services/it-consulting/product-discovery) [start a workflow audit](https://stage.spiralscout.com/services/ai-implementation/ai-readiness-audit) ## Where Expertise Becomes Infrastructure Every solution below is a production engagement. No pilots, no decks, no demos that stop working after the call. AI & Automation [AI & Automation](#ai-implementation)[Custom Software & Platforms](#software-development)[Strategy & Execution](#it-consulting) ### AI & Automation The firms that fall behind are not the ones that lack good people. They are the ones whose best people are the bottleneck. If your senior team's decisions, judgment, and institutional knowledge are required for every non-trivial workflow, you have a system problem, not a staffing problem. We encode that expertise into AI agent systems and rules engines that run reliably, handle real load, and keep working whether or not the person who built the process is in the room. [AI Readiness Audit](https://stage.spiralscout.com/services/ai-implementation/ai-readiness-audit)[AI Strategy & Architecture](https://stage.spiralscout.com/services/ai-implementation/ai-consulting-and-software-development)[Agent Automation](https://stage.spiralscout.com/services/ai-implementation/ai-agent-automation)[Knowledge & Rules Engines](https://stage.spiralscout.com/services/ai-implementation/expertise-automation)[Workflow Orchestration (Temporal)](https://stage.spiralscout.com/services/ai-implementation/temporal-consulting-development)[Agentic AI with Temporal](https://stage.spiralscout.com/services/ai-implementation/agentic-ai-with-temporal) [Learn More](https://stage.spiralscout.com/services/ai-implementation) [AI Readiness Audit](https://stage.spiralscout.com/services/ai-implementation/ai-readiness-audit)[AI Strategy & Architecture](https://stage.spiralscout.com/services/ai-implementation/ai-consulting-and-software-development)[Agent Automation](https://stage.spiralscout.com/services/ai-implementation/ai-agent-automation)[Knowledge & Rules Engines](https://stage.spiralscout.com/services/ai-implementation/expertise-automation)[Workflow Orchestration (Temporal)](https://stage.spiralscout.com/services/ai-implementation/temporal-consulting-development)[Agentic AI with Temporal](https://stage.spiralscout.com/services/ai-implementation/agentic-ai-with-temporal) [Learn More](https://stage.spiralscout.com/services/ai-implementation) Customer Success Story - ![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) [Link](https://stage.spiralscout.com/case/salesforce-ai-integration-for-law-saas-fortress) ### Custom Software & Platforms You know your market better than any generalist can. What you need is the infrastructure to match. We build production-grade products from discovery through handoff for domain expert founders who need a system that ships fast, handles real users, and transfers to their team without ongoing dependency on us. No fragile prototypes. No build-and-leave. A product you own. [Custom Software Development](https://stage.spiralscout.com/services/software-development/custom-software-development)[Legacy System Modernization](https://stage.spiralscout.com/services/software-development/legacy-modernization)[E-commerce Architecture](https://stage.spiralscout.com/services/software-development/ecommerce-development)[Shopify Development](https://stage.spiralscout.com/services/software-development/shopify-development) [Learn More](https://stage.spiralscout.com/services/software-development) [Custom Software Development](https://stage.spiralscout.com/services/software-development/custom-software-development)[Legacy System Modernization](https://stage.spiralscout.com/services/software-development/legacy-modernization)[E-commerce Architecture](https://stage.spiralscout.com/services/software-development/ecommerce-development)[Shopify Development](https://stage.spiralscout.com/services/software-development/shopify-development) [Learn More](https://stage.spiralscout.com/services/software-development) Customer Success Story - ![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-5-118x32.png)### Turning Complex Quoting into Controlled, Repeatable Systems [Link](https://stage.spiralscout.com/case/cpq-implementation-case-study-alaska-rubber) ### Strategy & Execution Most engagements fail before a line of code is written. The problem is usually a missing architecture decision, an unclear entry point, or a scope that was never pressure-tested against production reality. This is where we start when you know something needs to be built but are not sure what, where, or in what order. We diagnose before we prescribe, and we will tell you if the build is not worth doing yet. [Technical Co-Founder](https://stage.spiralscout.com/services/it-consulting/technical-co-founder)[Product Discovery](https://stage.spiralscout.com/services/it-consulting/product-discovery)[Product Design](https://stage.spiralscout.com/services/it-consulting/design)[Mobile App Development](https://stage.spiralscout.com/services/it-consulting/mobile-development)[Quality Assurance & Testing](https://stage.spiralscout.com/services/it-consulting/qa-software-testing)[Dedicated Teams](https://stage.spiralscout.com/services/it-consulting/it-staff-augmentation)[Support & Maintenance](https://stage.spiralscout.com/services/it-consulting/support-maintenance) [Learn More](https://stage.spiralscout.com/services/it-consulting) [Technical Co-Founder](https://stage.spiralscout.com/services/it-consulting/technical-co-founder)[Product Discovery](https://stage.spiralscout.com/services/it-consulting/product-discovery)[Product Design](https://stage.spiralscout.com/services/it-consulting/design)[Mobile App Development](https://stage.spiralscout.com/services/it-consulting/mobile-development)[Quality Assurance & Testing](https://stage.spiralscout.com/services/it-consulting/qa-software-testing)[Dedicated Teams](https://stage.spiralscout.com/services/it-consulting/it-staff-augmentation)[Support & Maintenance](https://stage.spiralscout.com/services/it-consulting/support-maintenance) [Learn More](https://stage.spiralscout.com/services/it-consulting) Customer Success Story - ![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 [Link](https://stage.spiralscout.com/case/ai-agentic-automation-ecommerce-support) ## From First Call to Full Ownership ### Diagnose Before Building Before any code is written, we identify where the knowledge, logic, or workflow actually breaks and what the right entry point is. Most projects fail here because someone skipped this step. ### Scope and Build for Production We define the system based on what needs to run under real load, not what works in a demo. You see working output from the first sprint and own every piece of IP as it is built. No lock-in, no shortcuts that create dependency later. ### Clean Handoff, No Dependency When the engagement closes, the system runs without us. You get full documentation, clean IP transfer, and architecture any competent engineer can extend. We stay available if you want us. You are never dependent if you do not. [GET IN touch](#contact-us-form) - ![Folk Devils](https://stage.spiralscout.com/wp-content/uploads/2024/11/IMG_3991.png "Folk Devils") ### What stood out most about this company was their on-the-fly problem-solving skills and their ability to collaborate seamlessly with our efforts. Avi Cohen **Folk Devils,** Partner - ![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 - ![On the snow logo](https://stage.spiralscout.com/wp-content/uploads/2025/02/ots_horiz_logo.jpg "ots_horiz_logo") ### Kudos to the Spiral Scout team on the mobile app. The app has gone from ~2.5 in the prior release to 4.7 stars now (and growing) with over 26k reviews on the App Store. ![On The Snow](https://stage.spiralscout.com/wp-content/uploads/2024/11/On-The-Snow.jpg "On The Snow") Jon Brelig **On The Snow,** CTO - ![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 - ![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 - ![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** ## The Founder Takes the First Call Every engagement starts with John Griffin, Spiral Scout Co-Founder, not a sales rep. He has seen most of these problems before and will tell you what is worth building and what is not, before anyone touches a line of code. [see availability ](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") ## 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) [ALL ARTICLES](https://stage.spiralscout.com/blog) ![people working break](https://stage.spiralscout.com/wp-content/uploads/2024/09/people-working-break-1.png "people working break") ## Your questions, answered I do not know which service to start with. Where do I begin?If you are a founder building a product around your domain expertise, start with a [one-week discovery and architecture sprint](https://stage.spiralscout.com/services/it-consulting/product-discovery), and you leave with a production roadmap and a scoped first build. If you are an established team trying to capture institutional knowledge or automate high-cost manual workflows, start with an [AI Readiness Audit](https://stage.spiralscout.com/services/ai-implementation/ai-readiness-audit). Same format, same outcome. Either way, no one writes code until we understand the real constraints. How long does it take to go from first conversation to something running in production?The [discovery and architecture sprint](https://stage.spiralscout.com/services/it-consulting/product-discovery) takes one week. A focused production build on top of that typically ships in six to twelve weeks depending on complexity. The first working system, not a prototype but actual production code, is visible inside the first sprint. We do not quote timelines before understanding your actual constraints. Anyone who does is guessing. What is the difference between building with you versus just using LangChain, CrewAI, or n8n?Those tools get you to a demo fast. The problem shows up when the system needs to handle failures gracefully, manage state across long-running workflows, isolate data between tenants, or handle more than a handful of concurrent users. That is where most teams hit a wall they did not see coming. We build the orchestration layer, error handling, and audit infrastructure those frameworks leave out. The result runs under real load, not just in a development environment. Which consulting firms actually build AI agent systems rather than just advising on them?Most firms deliver strategy and hand off implementation to someone else. We build and ship the system. The architects who designed it and the engineers who built it are the same people you talk to in discovery. There is no handoff to a delivery team. When something breaks in production, the person accountable is the person who wrote the code. We tried building this internally and hit a wall. What do you do differently?The wall is almost always the same: the 80 percent of infrastructure work that looks straightforward until it is not. State management, retry logic, multi-tenant isolation, observability, and production hardening are not things you bolt on later. They have to be designed in from the start. Internal teams hit this wall because they are learning it in real time. We have already built and debugged these systems across dozens of production engagements. The [one-week discovery sprint](https://stage.spiralscout.com/services/it-consulting/product-discovery) tells you whether your current approach is recoverable or needs a different foundation entirely. ## Tell Us Where You Are Stuck 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