ML / SaaS Studio
Premium SaaS builds powered by machine learning clarity
Spirit joins as your fractional ML architect and product lead to uncover the right use cases, architect eval-ready systems, and ship polished experiences.
Flagship sprint
Autonomous Company Sprint
Agentic systems
Custom orchestration layers that fan out research, decisioning, and actuation across specialized agents.
Full-stack AI UX
Human-grade interfaces blending generative UX, guardrails, and telemetry so customers trust the automation.
Launch + handoff
Playbooks, ops docs, and instrumentation so your team can extend the system without us on retainer.
Process
Six weeks to a fully autonomous company
Week 1
Design intensive
- Vision + KPI workshop
- Data + stack audit
- Agent role diagram
Weeks 2-4
Build + automate
- Agent + tool development
- Generative UX + eval harness
- Human-in-the-loop safeguards
Weeks 5-6
Launch + ops
- Pilot rollout + telemetry
- Ops rituals + handoff
- Team enablement session
Handoff
What you leave with
- Architecture + source code repo
- Ops / compliance checklist
- Instrumentation dashboard + alerting
- 90-day post-sprint office hours
Capabilities
What the studio brings to every sprint
Fractional ML Architect
Translate ambiguous product goals into model-ready roadmaps, data contracts, and evaluation loops.
- Discovery + technical blueprint
- Model + data governance playbook
- Embedded advisory sessions
Premium SaaS Build Crew
Hands-on engineering for copilots, analytics workspaces, and workflow automation layers.
- Design systems + UX prototypes
- Feature development in Next.js / Python / Node
- Launch + instrumentation
ML Ops Acceleration
Stand up pipelines, eval sandboxes, and human-in-the-loop reviews so AI products stay trustworthy.
- Eval harness + dashboards
- CI/CD + container strategy
- Team enablement + documentation
Live products
Recent autonomous builds
Goodfin.com (YC-backed)
Goodfin Autonomous Investing
Upgraded Goodfin's chat assistant into an agentic architecture that performs research, compliance checks, and personalized allocation plans.
- Agentic pipeline automates 80% of advisor prep
- Generative UI with deterministic scripting for disclosures
- Customer wait time cut from hours to minutes
strategy.aurumpropfirm.com
Aurum Strategy Fabric
Built a network of AI agents that create, backtest, forward test, and publish trading strategies with MT5 / TradingView integrations.
- Strategies generated + validated autonomously
- Playbooks exported for trader communities
- Ops team spends <2 hrs/week on oversight
Tooling
Stack and instrumentation
ML & Data
Product Build
Ops & Infra
Creative Tech
Engage O Black