What we do
Shape what ships next
Decide what ships, what waits, and what your AI is allowed to do. The plan matches the business, not whoever spoke last in the room.
From idea to scalewithout the chaos.
We design and build software with your team, from strategy through delivery. Clear plans, shipped product, less chaos.
Now buildingA pricing engine and partner portal for a Series C fintech.
Client perspective
“Partnering with Amalgam has helped us streamline our team's evaluative workflows and pilot new technologies that better show the impact of our funding and how to improve our grantmaking.”
Steve Fitzmier
Director of Planning & Evaluation
John Templeton Foundation
The Amalgam Operating System
How we build. The system you'll inherit.
Every engagement runs on the same five steps. Your team keeps all of it when we leave.
FoundationsThe systems we bring on day one.
Before a line of product code is written, three toolkits show up on your side of the table. Your team keeps them when we leave.
Growth engine and research
A living Miro canvas for the business plan, growth model, and market map. Your team updates it every week.
Agentic workflows and models
Reusable workflows, model policies, and eval harnesses we have already run in production elsewhere.
Design system
Tokens, type, and components that keep every screen consistent from the first sketch onward.
Where we did this
Confinity: built end-to-end on our own toolkitThe stack we reach for
- Miro research canvas
- Workflow templates
- Model policies
- Design tokens and components
The playbook
What we typically build.
Six patterns cover most of what people ask us for. Pick the one that sounds like you.
A data and tool layer your product scales on
Clean schemas, vector indexes, and tool contracts. The shape the rest of the product, and anything automated on top, gets built against.
Read: post-Series A data foundationsAn AI feature shipped to production
From spec to live, with evals, guardrails, and a rollback plan. No pilot that only works in the demo.
Case study: ConfinityA modernization or rebuild
Legacy stacks rescued or replaced without the rewrite death march. Decided by data, not vibes.
Read: modernize or rebuild?A founder review + architecture map
One to two weeks. You walk away with a plan you trust, a map of the real system, and a defensible next move.
See the Founder ReviewA team operating system
Delivery rhythm, escalation paths, observability. The playbooks a team needs when priorities keep moving.
Read: operating rhythm after growthA product rebuilt end-to-end
Strategy, design, build, ship, operate. All of it, under one roof. Most useful when the last rebuild didn't stick.
Case study: Moody'sSuccess Stories
Real results from startups to enterprise. Teams shipping faster, systems modernized, scale without the chaos.
Trust by design
If we ship it, your compliance team can defend it.
Guardrails, audit trails, and access controls wired in from day one.
Agent guardrails by default
Scoped tools. Eval harnesses. Human-in-the-loop at the thresholds you define.
Full audit trails
Every agent decision, tool call, and handoff logged and explainable.
Data boundaries you control
PII handling, residency, retention wired into the architecture. Not bolted on at the end.
Role-based access from day one
Humans, agents, and tools scoped to only what they actually need.
Review-ready for your auditors
SOC 2, ISO, HIPAA posture mapped early. We sit next to your security team, not around them.
Defensible decisions
Every automated action leaves a paper trail your CISO, legal, and compliance can stand behind.
How you can engage with us
Three ways in. Pick the one that sounds like your week.
Recommended first step
Founder Review
For founders and CTOs making a high-stakes next call.
A clear read on what's blocking progress and the strongest next step.
- Clarity on the core blocker.
- A 30-day plan you can run on Monday.
Best when
The next step isn't clear and important decisions are coming fast.
Typical scope
1 to 2 focused weeks.
Expert Guidance
For CTOs and AI leaders with one critical path stuck.
Turn one bottleneck into a plan your team can run.
- A practical plan with clear owners.
- Faster progress on one critical path.
Best when
You can see the bottleneck and need faster sequencing.
Typical scope
2 to 6 focused weeks on one critical path.
Outcome Partnership
For platform and operations leaders keeping live work steady.
Steady guidance close to the work so momentum holds as priorities shift.
- Continuity in key decisions.
- Fast unblocking when new issues appear.
Best when
Work is active and decisions need steady follow-through.
Typical scope
Ongoing monthly support.
In Conversation
View all episodesCEO Spotlight
Our CEO's view on various aspects of running a company.
Mo Digital Solutions
Why slower growth sometimes wins the retention game
Why the companies that resist hypergrowth often keep more of what they build. Neeraj breaks down the retention patterns that survive past Series A.
Durable growth beats fast growth when retention is the constraint.
Watch on YouTubeResearch that helps us stay ahead
Analysis on product, systems, and AI from our client work and what we read in the field.
Where we look
We review major labs, standards bodies, and universities each week.
Google Research
Gartner
NVIDIA
OWASP
CISA
These sources inform our view. They don't endorse our conclusions.
The forward frame
Software keeps changing. We build for the version that's coming.
Three generations. Most teams live in the first two. We live in the third.
- 01
Software that responds
Forms, dashboards, static apps. Humans do the thinking and the work.
Where most teams still ship.
- CRUD apps
- Dashboards
- Static portals
- 02
Software that assists
Copilots, chat surfaces, smart search. Faster answers, same handoffs.
Where most AI pilots stall.
- Chat copilots
- Smart search
- Inline suggestions
- 03
Software that operates
Systems that plan, act, escalate to humans, and stay audit-safe.
Where Amalgam lives.
- Agent workflows
- Tool-using systems
- Audit-safe automation