Turn AI Experiments into Reliable Systems
Spiral Scout helps serious teams turn fragile automation and AI pilots into production systems they can operate with confidence. We focus on the control layer around agents, how workflows are orchestrated, observed, and safely handed off so systems hold up over time. As certified Temporal partners and builders of Wippy.ai, we ship systems teams can own, operate, and extend without staying dependent on us.
AI Agent Development for Real Production Systems
We don’t build features in isolation. We design and implement the systems that sit underneath them.
AI Agents in Production
Moving AI from experiments and assistants into supervised, controllable systems that do real work.
Workflow & Process Automation
Replacing manual, error-prone work with reliable, auditable workflows that run across teams and systems.
Orchestration & Long-Running Processes
Designing systems that handle retries, failures, approvals, and time-based logic without human babysitting.
System Integration & Modernization
Our developers aren’t ticket-takers. They think like owners about outcomes, anticipate issues, and build systems they’d want to maintain themselves.
We Think Like Owners
Our developers aren’t ticket-takers. We are system thinkers who think like owners about outcomes, anticipate issues, and build systems we’d want to maintain.
Are we the right fit?
This work makes sense when you’re solving a system problem, not just filling a development gap. If you’re looking for real automation and clear ownership, you’re in the right place.
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 or product 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 teams can operate, extend, and trust without being dependent on us to keep them running.
1520+
systems built
120+
TEAM MEMBERS
< 1 days
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Where we shine
After 16 years, we specialize in building production-grade systems, modernizing legacy code, and embedding AI where it drives results. Our team combines custom software engineering, AI agent development services, and CTO-level consulting to deliver outcomes that move your roadmap forward.
Talk Directly With Our Co-Founder
Don’t lose another quarter to stalled projects or legacy drag. In 30 minutes, we’ll identify the bottlenecks holding your team back and show you what we’d recommend first to unlock momentum and solve your core challenges.

OUR awards and certifications
We’re a Good Fit If…
After 16 years, we have seen pretty much everything. We also know when we are the right fit or when we can point you in a better direction. Check yourself with the following steps.
You have real operational pain
Manual work is slowing growth
AI experiments need structure
You want long-term ownership
You just need extra developers
You already have fixed specs
You’re looking for the cheapest build
Outcome-Driven Packages, Built for Growth
Choose the model that matches your goals – fast pilots, flexible pods, or full end-to-end builds. Each comes with transparent pricing, clear deliverables, and tangible results you can measure.
Pilot Projects
Starting at $12k
Get a working outcome in 2–6 weeks. We scope, build, and deliver a functional pilot (like a quoting agent, QA automation, RFP response, GTM accelerator, or workflow automation tool) so you see results fast and can scale with confidence.
- Low risk, fast results
- Best for business and non-technical folks
- Prove value without risk, then expand
Dedicated Teams
Starting at $8K/month
An embedded engineer or pod aligned with your roadmap. Includes devs, QA, and project management, with direct access to Spiral Scout’s AI expertise. Scale up or down as priorities shift.
- Pod = flexible embedded team
- Best for Heads of Engineering
- Predictable monthly pod, aligned to your stack
Full Software Builds
Starting at $25K
From architecture to deployment, we own the entire build. Ideal for modernizing legacy systems, launching new products, or embedding AI at scale. Comes with delivery guarantees and long-term support options.
- Project = end-to-end ownership
- Best for Product Leaders
- We take it off your plate end-to-end

Your questions, answered
Most teams don’t struggle with AI ideas. They struggle with turning those ideas into systems that run reliably in production.
Spiral Scout helps companies move from isolated AI experiments to agent-driven workflows that operate inside real products and real constraints. We work where things usually break: complex data, long-running processes, human decision points, and systems that already exist. The hard part of AI is not intelligence. It’s integration, control, and ownership. That’s what we focus on.
Spiral Scout is not a prompt shop, a demo team, or a generalist dev agency chasing trends.
Our work starts with how decisions are made inside your system, not with tools or features. We design and build agent-driven workflows using Temporal that are observable, auditable, and maintainable over time. That means respecting production constraints from day one and building systems your team can actually own and evolve.
If you need something flashy for a demo, we’re probably not the right fit. If you need AI to work in production, we are.
Spiral Scout uses different agentic frameworks and our own Wippy platform to ensure smooth and secure integration into your existing product.
We work best with teams facing operational complexity, not greenfield ideas.
Typical problems we solve include manual workflows held together by spreadsheets and email, AI pilots that never make it past proof-of-concept, brittle systems that break under scale, and products where only a few senior people understand how things really work. If your business depends on decisions, coordination, and data moving correctly across systems, that’s where we add the most value.
Yes, but always in service of real workflows.
We build agent-assisted and agent-driven systems that support tasks like lead gen, quoting, data normalization, decision support, compliance workflows, and internal operations. The goal is not automation for its own sake. The goal is to replace fragile manual processes with systems that are reliable, explainable, and controllable.
AI is a component. The system is the product.
We assume AI will fail unless the surrounding system is designed correctly.
That means starting with workflow design, clear decision boundaries, and human-in-the-loop controls before introducing automation. Every system we build prioritizes visibility, error handling, and ownership so teams can understand what the AI is doing and intervene when needed. This is how AI moves from pilot to production without creating long-term risk.
Every engagement begins with Technical Discovery. This ensures we have a clear, de-risked path forward. We review existing systems, rigorously validate product assumptions, and design a scalable architecture before writing any code. The goal is always to move past uncertainty and establish predictable execution.
Spiral Scout offers three main models: Fixed-Scope Project (for defined features/goals), Dedicated Engineering Partnership (long-term, flexible development pods), and Staff Augmentation (embedding specific senior specialists). We match the model to your goal, whether you need full feature ownership or just to fill a critical gap on your existing team.
Through senior talent and radical clarity. Our teams are composed of senior engineers who anticipate issues, not just solve them. We enforce a proven delivery process and prioritize clear, proactive communication around scope, timelines, and architecture decisions. Predictability means you always know what’s being built, why, and when it will ship.
Spiral Scout integrates into your system. We use your preferred collaboration tools (Slack, Jira, etc.), maintain established daily/weekly syncs, and provide full, transparent visibility into the backlog and code. We structure the communication so closely that our teams feel like they’ve been part of your company from day one.
We’re not a fit if you’re looking for a quick AI feature, a chatbot experiment, or a short-term prototype with no production plan.
We also may not be a fit if you want to outsource decision-making entirely or rely on black-box systems you don’t control. Our work assumes long-term ownership and accountability.
Yes, and that’s where we spend most of our time.
We specialize in inheriting complex systems and turning them into something more durable. That includes working with legacy codebases, fragmented data, and infrastructure that can’t be replaced overnight. Our focus is on incremental, controlled change that improves reliability and sets the foundation for agent-driven workflows.
You don’t need to start from scratch to move forward.
You work exclusively with senior, product-focused talent. This includes seasoned Software Architects, AI developers, Lead Engineers, and QA specialists who are matched to your specific tech stack, timezone, and business goals. Spiral Scout doesn’t run a bench of juniors. You get the expertise needed to solve hard problems quickly.
We operate as an extension of your team, not a replacement.
That means embedding senior engineers who can contribute directly to delivery while also improving architecture and decision-making. We help teams move faster without losing control by transferring knowledge, establishing patterns, and leaving systems that your team can maintain long after we step back.
The majority of our key partnerships span multiple years but you are free to scale up and down with us on demand. Our clients choose to stay with us because we consistently deliver on our promises, provide clarity on execution, and enable them to sustainably scale their products, turning their engineering challenges into a competitive advantage.
Most organizations will be running agent-driven workflows within the next 18 to 36 months. The difference will be whether those systems are deliberate and controlled, or rushed and fragile.
Spiral Scout helps teams move early, move thoughtfully, and avoid getting boxed in by tools or technical debt they can’t unwind later.
Not Sure If This Is What You Need?
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