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Independent practice · Ontario, Canada
Full-stack engineering consulting

Build the systems your business actually needs.

Canopy Digital is Ryan Spice-Finnie’s independent engineering practice. I build and modernize web applications, business integrations and local-first tools—from the interface through deployment and handoff.

Led and built by Ryan Spice-Finnie. The practice Career and portfolio ↗

What we do

Full-stack help,
without stack religion.

Engagements can start with a strategy pass, a rescue pass, a new product, or one integration that has to work across the real business.

Architecture, roadmaps, technical discovery, and delivery planning for teams that need a practical path from idea to shipped system.

Deliverables
  • Technical discovery
  • Architecture plans
  • Build roadmaps
  • Risk reviews

What we ship

Tools & Showcase

Public tools, prototypes and internal projects, with clear status and a direct next step.

Public Fusion is a workspace for conversation and evidence preparation. Our local engineering harnesses add separate routing and review workflows. Custom deployments begin with agreed provider, data-handling and human-review requirements; Canadian ownership alone does not establish data residency.

View AI offers

Canadian Fusion

An AI workspace that shows its route.

Fusion Core makes conversation routing and receipts visible. Each request uses one server-managed OpenRouter Free response, without orchestration or bring-your-own keys. SEO preparation and research help organize evidence; they are not a certified audit.

Open Fusion Core Explore Canadian Fusion
Canopy AI Fusion Core console in English
Canopy AI Fusion Core console in English

Research method

Research is more useful when it leaves a verifiable trail.

Each question starts its own Fusion workspace: scope, sources, contradictions, limitations, and synthesis stay together. AI conclusions do not replace evidence; they should make the link to it clear.

  1. 01

    Frame the problem

    Set the decision, audience, constraints, and what would count as evidence.

  2. 02

    Collect the record

    Keep supplied sources and artifacts with the conversation rather than summarizing them out of context.

  3. 03

    Test the tension

    Separate measured facts, hypotheses, and unknowns before asking for synthesis.

  4. 04

    Deliver the decision

    Produce a brief with recommendations, limitations, next validation, and provenance.

Open Deep Research

FusionSEO

From audit artifacts to a plan that separates facts from assumptions.

CanopySEO uses seo_audit_python to create structured artifacts — including report.json, a manifest, and rendered reports. Fusion can prepare a bounded specialist packet from that report, with evidence IDs, receipts, and the gaps that still need verification.

Results do not claim rankings, backlinks, traffic, competitors, or AI visibility without supplied source data or an approved verification step.

Fusion access

Start with what works today.

The public workspace uses one server-managed OpenRouter Free response per request. Local Fugu harnesses and custom deployments are separate offerings. Orchestration and bring-your-own keys are not enabled here.

Free

Available
$0 public access

Explore the workspace before creating an account.

  • One managed response per request
  • Local drafts in this browser
  • Visible routing receipts

Basic

Available
$10.99 CAD / month

Account-based access, subject to server-enabled entitlements.

  • Account-linked workspace
  • Encrypted server-side account storage
  • Usage limits and abuse protection apply

Pro

Planned
$29.99 CAD / month · planned

An upcoming offering, not yet available to purchase.

  • Features and limits to be confirmed
  • No additional orchestration enabled today
  • No automatic waitlist registration

Prices in CAD, plus applicable taxes. Actual access, limits and provider availability are confirmed in your account.

Payments

A payments surface for
Canadian checkout decisions.

The payments site turns Canopy payment integration work into a focused operating surface: gateway comparison, merchant-account fit, payout expectations, risk routing, and an AI-assisted intake path for teams choosing a practical Canadian payment stack.

System graph

Useful work happens between the boxes.

Strong delivery connects product surfaces, auth, data, model calls, deployment, and handoff into one operable path.

Product surfaceAuthDataAI workflowCloudOperationsHandoff
BriefInterfacesAPIsModelsDeploySupport
The studio

Senior engineering for real business systems.

CANOPY digital is a compact engineering partner for companies that need the interface, backend, data, cloud, integrations, and handoff to line up.

The work scales from founder-led builds and SMB operations to enterprise consulting where identity, uptime, compliance, and legacy systems are part of the job.

01

Map the real system.

The first job is finding the actual constraints: users, data, auth, legacy systems, budget, timeline, and the parts no one owns yet.

02

Use the right stack.

React, Angular, Vue, Svelte, Node, Python, PHP, MySQL, cloud services, or simpler pieces are all valid when they fit the business.

03

Integrate deliberately.

Payments, identity, chat, realtime, offline sync, and AI tools need clear contracts, failure modes, logging, and handoff notes.

04

Leave it maintainable.

The best engagement leaves a team with cleaner interfaces, fewer unknowns, and a system they can safely keep improving.

Systems that survive handoff

Architecture, docs, deployment notes, and ownership boundaries from the start.

The right runtime for the job

Svelte, React, Angular, Vue, Node, Python, PHP, MySQL, native Windows, or web-to-native tools when they fit.

Integrations without drama

OAuth, ForgeRock, Stripe, Shopify, WebSockets, cloud services, and workflow automation.

A practical path to launch

Discovery, scope, prototype, build, QA, and release planning without bloated consulting theatre.

How we work

Ten weeks,
five chapters.

Our process is a rhythm, not a checklist. Each phase hands off a decision the next one can build on.

01 Week 1-2

Discover

We audit the current product, infrastructure, stack, integrations, stakeholders, and delivery risks.

What you get
  • Stakeholder interviews
  • Technical audit
  • Constraint map
02 Week 2-3

Define

The engagement becomes a scoped architecture, product brief, data/API shape, and measurable delivery plan.

What you get
  • Architecture brief
  • Integration map
  • Success metrics
03 Week 3-6

Design

We design the user-facing workflow, admin surfaces, edge cases, and the controls people need to operate the product.

What you get
  • UX flows
  • Component system
  • State and error paths
04 Week 6-10

Build

Frontend, backend, data, cloud, auth, and integrations move together with reviewable checkpoints.

What you get
  • Production build
  • Integration checks
  • Deployment path
05 Week 10+

Launch & evolve

We ship, verify, document, monitor, and identify the next practical iteration while context is fresh.

What you get
  • Launch support
  • Monitoring notes
  • Iteration roadmap
Start a project

Have a brief worth obsessing over?

Tell us what you are building, who it is for, and what would make it memorable. Use the quick brief here or open the detailed quote intake when the system shape already has moving parts.

Project brief - email and brief required

Engineering notes

A Canopy-styled window into the engineering blog

Short build notes and deeper technical articles on AI-assisted workflows, SvelteKit/PHP delivery, local tools, and production debugging, surfaced here without mirroring the canonical blog.

Open the engineering hub
Sep 23, 2026 Is GPT-6 Luna as Smart as Sol? The Benchmark Says: Sometimes A Reddit post says Luna Max can rival Sol High on DeepSWE. OpenAI's wider benchmark results show a narrower truth: near-parity on one...Sep 23, 2026 PocketMic 0.1.5: Opus Audio, Smarter Buffering PocketMic LAN 0.1.5 pairs Opus audio with adaptive jitter handling. Its release links now match the published assets, with artifact...Sep 20, 2026 The Model Is Only Half the Product The latest AI model news is less about one benchmark winner and more about the system around the model: agentic research, safety...Sep 9, 2026 My Cat Ate the Microphone, So I Built PocketMic LAN A practical build note on PocketMic LAN: turning an Android phone into an encrypted Windows microphone over a private LAN, with QR...Sep 23, 2026 Is GPT-6 Luna as Smart as Sol? The Benchmark Says: Sometimes A Reddit post says Luna Max can rival Sol High on DeepSWE. OpenAI's wider benchmark results show a narrower truth: near-parity on one...Sep 23, 2026 PocketMic 0.1.5: Opus Audio, Smarter Buffering PocketMic LAN 0.1.5 pairs Opus audio with adaptive jitter handling. Its release links now match the published assets, with artifact...Sep 20, 2026 The Model Is Only Half the Product The latest AI model news is less about one benchmark winner and more about the system around the model: agentic research, safety...Sep 9, 2026 My Cat Ate the Microphone, So I Built PocketMic LAN A practical build note on PocketMic LAN: turning an Android phone into an encrypted Windows microphone over a private LAN, with QR...