Solutions

AI Agent Automation, AI Strategy & Implementation, Custom Software & Platform Engineering, E-commerce System Architecture, Expertise Automation & Rules Engines

Industries

Artificial Intelligence, Business Automation, Manufacturing and Supply Chain

Technologies

AWS ECS, AWS RDS PostgreSQL, AWS S3, Golang, Lua, PHP, Sendgrid, Spiral Framework, Wippy AI
Danfos Hero

About THE Project

Danfoss manufactures safety-critical hose assemblies sold through independent distributors. Off-the-shelf tools and custom integrations failed to bridge the gap between complex manufacturer rules and distributor independence. Spiral Scout partnered with Intelli.build to design and engineer the Intelli.Build solution for Danfoss which is a multi-tenant, product intelligence layer that allowed Danfoss to deploy this new sales enablement channel across multiple distributor locations.

Objectives

  • Encode tribal knowledge into a system-enforced rules engine that blocks invalid configurations.
  • Deploy a multi-tenant Wippy architecture giving each distributor an isolated, co-branded instance.
  • Eliminate custom integration constraints through self-service iframe and subdomain deployment.
  • Establish manufacturer-level visibility with centralized analytics across the distributor base.
About Danfoss

Challenges

Solutions

Challenges

Codifying Years of Tribal Knowledge

Safely configuring a hose assembly required matching complex variables (pressures, connections). This product expertise took years to develop, creating a severe operational bottleneck at the distributor counter.

Solutions

The System-Enforced Rules Engine

We built a rule-based product constructor that evaluates compatibility at every step. The system narrows available choices based on previous selections, blocking invalid combinations programmatically before a quote is generated.

Challenges

Scaling Rollout Across Fragmented CMS Stacks

Distributors operate on various CMS/ecommerce platforms or have no website at all. Custom integrations created operational drag, capping network growth and making activation a slow, manual process.

Solutions

Standardized Embeds & Hosted Subdomains

We shipped self-service tooling where distributors copy a tokenized iframe snippet. For those without websites, the platform provisions dedicated subdomains. This architectural decision removed IT dependencies and dropped activation time to days.

Challenges

Maintaining Governance While Enabling Co-Branding

Danfoss required strict centralized catalog control, but distributors needed their own branding and contact routing to own the localized customer relationship.

Solutions

Wippy-Powered Tenant Isolation

We utilized Wippy’s multi-tenant capabilities to isolate tenant configurations. Distributors control logos and a curated subset of products they stock, while master data and safety logic remain securely controlled by Danfoss.

Challenges

Onboarding Compliance

Manual provisioning workflows and EULA acceptance tracking created bottlenecks that prevented scaling to hundreds of instances.

Solutions

Automated License Activation Flow

We implemented a whitelist-based registration mechanism. EULA acceptance is built into the first-login flow, automatically triggering license activation and creating a clean, auditable proof-of-acceptance event.

Danfoss Challenge

our Project strategy

Shipping a channel enablement platform for a global manufacturing network requires making strict tradeoffs between centralized governance and local distributor autonomy. Our production judgment focused on three pillars:

Danfoss Strategy

Decoupling from Manufacturer IT:

We hosted the platform independently on AWS ECS. Danfoss manages the catalog via an admin interface, but deployment bypasses legacy firewall delays and internal deployment pipelines.

Danfoss Strategy

Designing for Client Independence:

The whitelist registration, self-service embeds, and catalog curation let distributors activate to their different locations without Danfoss support tickets. We built the platform so Intelli.Build and Danfoss own the system without depending on our engineers for day-to-day operations.

Danfoss Strategy

The Rules Engine as the Moat:

The competitive advantage is not the UI, it is the encoded product logic and product intelligence layer we built for them. Once live, this intelligence is distributed in a way no competitor can replicate without starting over.

Project Results & Impact

This long-term architecture bet transformed an expert-dependent bottleneck into a scalable digital capability. The Intelli.Build platform replaced tribal knowledge with durable execution, creating 24/7 revenue channels for the Danfoss network while protecting product integrity.
* Day-one quoting capability established for new hires, replacing up to two years of required training.
* Assembly configurations and co-branded output generated in under two minutes.
* 24/7 self-service quoting channel opened for end-customers via distributor sites.
* Repeatable distributor activation model shipped, cutting onboarding from months to days.
* Manufacturer-funded deployment enabled through existing BDF budgets.
* The platform’s launch was recognized by leading supply chain publications for successfully digitizing tribal knowledge. Read the coverage in Modern Distribution Management and Distribution Strategy Group.

Key Takeaways

  • True scalability requires removing IT dependencies from the onboarding process entirely.
  • Production-grade architectures must balance strict centralized rule enforcement with isolated tenant environments.
  • Systematizing tribal knowledge into a durable rules engine creates immediate operational velocity and ensures client independence.

Worth thinking about if you’re building a rules-driven quoting system or bridging the digital gap between manufacturers and their distribution locations.

Danfoss Results

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.

Co-Founder of Intelli.Build


Ready to turn tribal knowledge into your advantage?

John Griffin

John Griffin

Co-Founder, CEO

Anton titov

Anton “JD” Titov

Co-Founder, CTO

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