You will get a Causal Infra Audit + a Map of System Relationships
Project details
You will get a causal infrastructure audit that explains why your system behaves the way it does — not just what went wrong. I use system intelligence and topological analysis to map influence paths, detect drift, and surface the instability that dashboards never show.
I bring two decades of experience across complex operations, AI systems, and startup infrastructure. My projects have earned four NSF research awards, and I’ve built engines for semantic intelligence, swarm optimization, and LLM cost behavior.
This audit includes a structural system snapshot, clear visual outputs, and a strategic debrief you can act on immediately — all grounded in Behavior-Driven Development and causal design principles.
If you're scaling AI or ML systems, or managing infrastructure where failure has real cost, this gives you clarity fast.
I bring two decades of experience across complex operations, AI systems, and startup infrastructure. My projects have earned four NSF research awards, and I’ve built engines for semantic intelligence, swarm optimization, and LLM cost behavior.
This audit includes a structural system snapshot, clear visual outputs, and a strategic debrief you can act on immediately — all grounded in Behavior-Driven Development and causal design principles.
If you're scaling AI or ML systems, or managing infrastructure where failure has real cost, this gives you clarity fast.
What's included
| Service Tiers |
Starter
$300
|
Standard
$450
|
Advanced
$750
|
|---|---|---|---|
| Delivery Time | 3 days | 4 days | 5 days |
Number of Revisions | 0 | 1 | 2 |
Number of Graphs/Charts | 1 | 2 | 3 |
Model Validation/Testing | - | - | - |
Model Documentation | - | ||
Data Source Connectivity | - | - | - |
Source Code | - | - | - |
Optional add-ons
You can add these on the next page.
Live Strategy Session (30 min)
(+ 1 Day)
+$150
Custom BDD Infra Blueprint
(+ 2 Days)
+$250
Follow-up Debrief (15 min)
(+ 1 Day)
+$100Frequently asked questions
About Benjamin
System Intelligence Architect | Causal Infra | BDD & Ops Strategy
New York, United States - 12:53 am local time
I’m the founder of Versai Labs, a systems architect lab specializing in causal infrastructure for AI, ML, and large-model production environments where failure has real financial, operational, and regulatory cost.
Our work focuses on Relationship Topology, Analysis, Behavior-Driven Development (BDD), and System Intelligence modeling, built for environments where failure has real cost.
🔧 What We Do
• Design causal telemetry engines that explain behavior, not just symptoms
• Architect BDD-driven infrastructure for AI, LLM, and SLM workloads
• Translate operational noise into actionable, structural insight
• Add trust layers across observability, cybersecurity, FinOps, and MLOps stacks
Our System Intelligence Engine, DataWell, maps how your systems actually behave, exposing drift, statistical dependencies, and causal cost drivers before they turn into outages or budget shocks. It doesn’t replace your stack, it makes it smarter by adding structure and context at the ingest layer.
📌 Credibility
• Architected multiple engines: Semantic Intelligence, Swarm Optimization, and more
• Awarded 4 NSF grants for R&D in intelligent infrastructure
• Creator of DataWell–LLM, a causal cost analysis approach for enterprise model ops
If you're scaling AI infrastructure, building intelligent systems, or need root-cause clarity across complexity, let’s talk. We bring structure where your tools bring noise.
📩 Message me to explore how causal infrastructure can transform your visibility and control.
Steps for completing your project
After purchasing the project, send requirements so Benjamin can start the project.
Delivery time starts when Benjamin receives requirements from you.
Benjamin works on your project following the steps below.
Revisions may occur after the delivery date.
Initial Review & Intake
Review system context, identify primary components, assess available telemetry.
Causal Mapping & Analysis
Run topological analysis to detect influence paths, regime shifts, drift, and instability.