Your product doesn't need more technology. It needs the right problem solved.
We help SaaS and AI product teams diagnose and fix the engineering problems that become expensive as products grow.
API · DATABASE · AI WORKFLOWS
Usually, the problem looks like one of these.
Four moments where engineering decisions make or break product delivery.
We're building.
The product is new. We want to move quickly without creating foundations we'll have to replace later.
TYPICAL WORKWe're stuck.
The team is shipping, but something underneath the product is slowing everything down.
TYPICAL WORKWe're growing.
Usage is increasing and the system isn't behaving the way it used to.
TYPICAL WORKOur AI needs to work for real users.
The demo works. Production introduces cost, concurrency, retries, queues, failures and operational complexity.
TYPICAL WORKBuild the product. Don't build tomorrow's problem into it.
We help founders and product teams turn an idea into a production-ready SaaS or AI product without over-engineering the first version.
Your team knows what needs to happen. Something is just getting in the way.
We come in when an existing system has become harder to change, operate or understand.
↓
Monolithic Endpoint (Hidden side-effects)
↓
Overlapping DB Queries ⇄ Unbuffered Queue
↓
Brittle Legacy Dependency
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Validated Explicit API Contract
↓
Focused Domain Handlers + Event Queue
↓
Isolated Data Layer & Cache Projections
Growth changes the engineering problem.
A system that works for 500 users doesn't necessarily fail at 50,000 because the servers aren't big enough. Sometimes the problem is the database. Sometimes it's concurrency. Sometimes it's background processing. Sometimes it's the way the product uses the system.
P95 Latency Degradation
When queries and endpoints slip from 80ms to 900ms as concurrent user counts increase.
Query execution plan analysis, index restructuring, and edge caching pipelines.
Identified & Resolved
Zero downtime rollout alongside existing team.
Your AI demo is not your AI product.
Getting an LLM to produce an impressive response is the easy part. Production introduces a completely different set of problems.
We aren't the right team for every problem.
If your internal team already has the problem under control and the bandwidth to solve it, you probably don't need us.
Don't call us if:
- You just need a few developers to fill seats
- You're looking for the cheapest hourly body shop
- You want a generic IT or staff augmentation vendor
- There is no actual engineering problem yet
Call us when:
- The problem is difficult enough that your team needs an experienced systems architect
- You need senior hands-on implementation to actually solve the bottleneck safely
- Technical debt is directly threatening the commercial roadmap
- You want founder-led execution with zero account manager handoffs
Something here sound familiar?
Tell us what's happening. We can figure out whether there's actually a problem worth solving.
30-minute conversation · No sales deck · No commitment