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 build the software your team needs — and the systems around it — so it ships fast, stays safe, and keeps working once agents get involved.
Now buildingAn agent-ready data layer for a Series C fintech.
The Amalgam Operating System
How we build. The system you'll inherit.
Every engagement runs on the same six layers. Your team keeps them when we leave.
Layer 01
Read— What's actually blocking the next move.
What you keep
A map of the real system, not the one on the slide. A shortlist of what has to change before anything else does.
The stack we reach for
- Stakeholder reviews
- Code and data audit
- Stack and architecture map
Where we did this
Moody's — legacy systems, modernizedThe playbook
What we typically build.
Six patterns cover most of what people ask us for. Pick the one that sounds like you.
An agent-ready data layer
Clean schemas, vector indexes, and tool contracts the AI can actually use. The foundation every agent workflow eventually needs.
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: SoFiA 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 to stay sharp 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's
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
“We've worked with many consulting firms, but finding one that delivers strong results and genuinely cares about our success is rare.”
Mike Mooney
Chief Technology Officer
CleanItSupply
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 YouTubeSuccess Stories
Real results from startups to enterprise — how we helped teams ship faster, modernize systems, and scale with confidence.
Where to start
Four ways in. Pick the one that sounds like your week.
You don't have to have it all figured out before you talk to us. Start where it hurts most.
The next decision is high-stakes. You want a read, not a deck.
Two weeks. We'll map your stack, find the thing that's actually blocking you, and hand you a 30-day plan you can run.
See Founder ReviewOne critical path is stalled. You want it moving by Friday.
Two to six focused weeks on the bottleneck — with an agent-safe release checklist your team can run after we leave.
See Expert GuidanceYou're shipping an AI feature and need guardrails first.
Evals, observability, rollback plan, human-in-the-loop — wired in from day one, not retrofitted after incident #1.
Book a scoping callAgents are live and the operating model hasn't caught up.
A weekly operating review, live dashboards, and a rhythm your team can actually hold while the model underneath keeps changing.
See Outcome PartnershipHow you can engage with us
Recommended first step
Founder Review
For unclear priorities and important decisions
Get a clear read on the blocker and the strongest next step.
- Clarity on the core blocker
- Decision-ready next steps
- Best when · The next step is not clear and important decisions are coming fast.
- Typical scope · 1 to 2 focused weeks.
Expert Guidance
For one known bottleneck in active work
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 teams that need steady support while work moves
Keep steady guidance close 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.
Trust by design
Security isn't bolted on. It's how we decide what to build.
When your compliance team asks what the AI did and why, you'll have the answer. When your board asks if this will scale safely, we'll have already shown you how.
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.
Our commitment
If we ship it, your compliance team can defend it.
Research 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
Agent-ready systems that plan, act, escalate, and stay audit-safe.
Where Amalgam lives.
- Agent workflows
- Autonomous ops
- Tool-using systems
Let's figure out your next move.
Ready to move faster and build with confidence? Let's talk about where you are and what comes next.
Whether you need a strategy review, hands-on engineering, or a long-term partner — we'll find the right fit.