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Spiral Scout services

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 built for production, not demos. You own it when we are done.

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

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.

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.

Customer Success Story
  • CPQ engine Temporal

    Turning Complex Quoting into Controlled, Repeatable Systems

    Link

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.

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.

  • I’m impressed by Spiral Scout’s ability to understand our business in detail to improve our solution week by week.

    Intent AI, Executive
  • The Collective Logo

    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
  • Intelli.Build logo

    This is about taking the offline sales experience online to meet buyers where they are. The moat around our industry was always the in-person conversation at the counter. We digitized that conversation without losing the expertise.

    Mike M.
    Intelli.Build, Co-Founder
  • ARG logo

    I’m impressed with the engagement and collaboration with Spiral Scout’s team. They’re smart, efficient, and cost-controlled.

    Mike Mortensen
    ARG Industrial, CEO
  • 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
  • Project Fortress logo

    We’re really impressed with Wippy.ai.

    Chris Chung
    Project Fortress, Chief Product Officer
  • 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
    Hector Borges
    Found, Director of Engineering, Growth & Consumer Experience
  • Gorgias Logo

    Their knowledge and experience on temporal.io were really great.

    Romain Niveau
    Gorgias, Senior Engineering Manager
  • On the snow 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
    Jon Brelig
    On The Snow, CTO
  • Rueblur logo

    Wanted to say thank you to you guys, users have seen massive improvements since we started completing the technical debt. You guys are awesome and happy I have your team, thank you.

    Rahmaude Stringfield
    Rueblur, CEO & Founder

    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.

    John Griffin

    Actionable Insights. Delivered.

    Stay in the know with expert takes, emerging trends, and practical strategies straight from the front lines of innovation.

      questions poster

      Your questions, answered

      If you are a founder building a product around your domain expertise, start with a one-week discovery and architecture sprint, 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. Same format, same outcome. Either way, no one writes code until we understand the real constraints.

      The discovery and architecture sprint 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.

      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.

      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.

      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 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

      John Griffin

      Co-Founder, CEO

      Anton JD Titov

      Anton “JD” Titov

      Co-Founder, CTO