The people and disciplines behind the systems.
The team covers the disciplines a complete system needs, from AI and ML engineering to financial analysis for investor materials, with a senior engineer leading every engagement from the first map to the handover.
The team covers the disciplines a complete system needs, from AI and ML engineering to financial analysis for investor materials, with a senior engineer leading every engagement from the first map to the handover.
- @type
- Organization
- knowsAbout
- 17 entries: 9 service topics and 8 disciplines
- first
- AI and ML engineering
- last
- Financial analysis for investor materials
- employee
- not published: no headcount and no person is claimed
what an answer engine reads / knowsAbout
The team covers the disciplines a complete system needs, from AI and ML engineering to financial analysis for investor materials, with a senior engineer leading every engagement from the first map to the handover.
- @type
- Organization
- knowsAbout
- 17 entries: 9 service topics and 8 disciplines
- first
- AI and ML engineering
- last
- Financial analysis for investor materials
- employee
- not published: no headcount and no person is claimed
Disciplines, not a pyramid of juniors.
Every engagement is staffed by people who have shipped production systems. Each row names a discipline, what it covers, and something it built that you can see.
- 01
AI and ML engineering
Model selection, retrieval, evals and guardrails, agents with human review.
The Second Reader on this page, the AI intake behind the contact form, and the review-first content pipelines we run.
- 02
Full-stack web
Platforms, portals, static and server-rendered sites, the seven demos here.
This site: Next.js, static export, seven interactive demos.
- 03
Mobile
iOS and Android clients when the work happens on a phone.
Ships beside the web platform. The demos here are web.
- 04
Data and integrations
The syncs, pipelines and APIs that connect a system to the tools a firm already runs.
Intake routing, CRM and accounting syncs, document pipelines.
- 05
Cloud and DevOps
Hosting, monitoring, deploy pipelines, access control and audit trails.
The hosting and deploy pipeline for this site and every system we operate.
- 06
Product design and brand
Design systems, interface design, the demos' interfaces, brand assets.
The Phosphor Editorial system this site runs on, and the design records behind it.
- 07
Content and AI search
Answer-first copy, structured data, llms.txt and crawler policy, citation checks.
The copy and structured data on this site, the machine twin the Second Reader shows.
- 08
Financial analysis for investor materials
Information memorandums, financial models, teasers and data rooms drafted inside a firm's own method.
The document pipeline behind GSP Dealroom, with a claim registry for every figure.
How an engagement is staffed.
01
One senior lead, end to end
A senior engineer owns the engagement from the first map to the handover and pulls in the disciplines the system needs.
02
Where the work happens
The core team is in Kitchener, Ontario, with a partner network for capacity. Engagements run remotely with firms across North America, Australia and Asia.
03
How it starts
A 30-minute intro call, then a written recommendation. Most engagements start within a few weeks of it.
04
How it ends
A working session that trains your team, a runbook and the code under your own accounts. Most clients keep us on the pager anyway.
Put the right disciplines on it.
Thirty minutes to describe the work. You leave with a written recommendation and the disciplines it would take.