Your Business Knows
More Than You Think
Managed Agentic AI Infrastructure
Since 2022, businesses that invested in AI have more than doubled revenue. Those that didn't have grown 3%. We deploy the production-grade AI architecture that puts your operation on the right side of that line — and captures the institutional knowledge that makes it durable.
$10M–$100M
Revenue Sweet Spot
Agent-First
Architecture
Managed
Indefinitely
Provenance
Built in production. Refined in real businesses.
The Vellm architecture was developed, deployed, and stress-tested across our own portfolio companies before being formalized as a service. What you see today is a proven system, not an experiment.
About the name. Vellum is the fine parchment on which civilizations wrote the documents meant to outlast them — the Magna Carta, the Declaration of Independence, monastic records that survived a thousand years of fire, flood, and upheaval. A well-inscribed vellum outlasts the empire that produced it. That is what we build for the businesses we serve: institutional knowledge, inscribed into infrastructure, made to survive every change beneath it.
Production-tested
Developed and refined across portfolio company deployments before being formalized as a service.
Operator-architected
Designed by people who run real businesses — not by consultants who only read about them.
Capital-aligned
Built by practitioners fluent in M&A, value creation, and the realities of owner transitions.
The Problem
Your most valuable asset is
invisible and fragile
Decades of expertise locked in a handful of heads
Your chief estimator's pricing intuition. Your production manager's crew logic. Your superintendent's risk assessment instinct. This is the knowledge that makes your business great — and none of it is written down. One retirement, one departure, and it walks out the door.
Your competitive edge exists nowhere but memory
The decisions, instincts, and relationships that separate your business from the competition have never been formalized. Your team can't replicate what they can't access. A buyer can't value what they can't see. Either way, you're leaving money and performance on the table.
ChatGPT is not the answer
Generic AI tools provide generic intelligence. Your employees are dumping company data into ChatGPT with no security, no persistence, and no institutional memory. Every conversation starts from zero. You need AI infrastructure that lives inside your business, operates on your data, understands your operations, and gets smarter every day — not a chatbot.
The Data
The gap is real.
And it's accelerating.
In November 2022, businesses that invested in AI and those that didn't were growing at roughly the same rate. Three years later, they are in different economies.
+27%
Heavy AI adopters
Annualized, 2022–2025
+18%
Moderate AI adopters
Annualized, 2022–2025
+3%
No AI spend
≈ nominal US GDP
Annualized, 2022–2025
The Compounding Gap
Median revenue growth, indexed to November 2022
Source: Ramp Economics Lab, analysis of 50,000+ businesses on the Ramp platform, November 2022 – November 2025. High-intensity AI firms defined as the top quartile of spenders on AI as a share of revenue. Chart is illustrative of published data.
“The economy is splitting.
AI is the fault line.”
These aren't tech companies
The top quartile is not Silicon Valley. It's the businesses you know — deploying AI as operating infrastructure.
Texas Roofer
Utah Window Installer
Florida Construction Firm
Most businesses don't feel the gap yet. By the time they do, closing it may no longer be possible.
That is the quiet crisis Vellm exists to solve.
How It Works
From deployment to
compounding intelligence
We handle everything — architecture, deployment, integration, ongoing optimization, and knowledge capture. You run your business.
Foundation Sprint
Weeks 1–6
We audit your data flows, identify your highest-value workflows, and deploy a bespoke agent architecture integrated with your existing systems. You see results in weeks, not months.
Agents Go Live
Day 1 of operations
Your team starts working through agent-powered workflows. Estimating, scheduling, finance, vendor management — the agents handle execution while your people provide judgment.
Knowledge Compounds
Months 3–12
As your team uses the system, the persistent memory architecture silently captures decision patterns, pricing logic, and operational heuristics. Your institutional knowledge becomes infrastructure.
Value Realized
Ongoing
Operations improve measurably. Key-person risk drops. Enterprise value increases. Your business becomes more predictable, more transferable, and more valuable — whether you sell or keep operating.
What We Build
A bespoke agent fleet for
your specific business
Every deployment is custom. We design agents around your actual workflows, integrate with your existing systems, and deploy in your own secure cloud environment.
Executive Agent
Cross-functional summaries, KPI dashboards, and natural-language Q&A across all business data. Your command center.
Estimating Agent
Bid preparation, material takeoffs, pricing intelligence, and historical win/loss analysis. Captures your estimator’s decades of intuition.
Operations Agent
Crew scheduling, resource allocation, daily job reviews, and weather-adjusted planning. Learns your production manager’s optimization logic.
Finance Agent
Invoice generation, AR tracking, job costing, margin analysis, and cash flow forecasting. Your CFO’s analytical partner.
Vendor Agent
PO management, vendor selection, pricing negotiation support, and delivery tracking. Embeds your procurement relationships into the system.
Orchestrator
The central intelligence layer that coordinates all agents, routes workflows, resolves conflicts, and surfaces cross-functional insights no single department would catch.
Every agent shares a unified persistent memory store. What one agent learns, all agents know.
Tribal Knowledge Capture
The application is the
extraction mechanism
Your team never sits in an interview. They do their jobs through agent-powered workflows. Underneath, a persistent memory architecture captures knowledge they didn't even know they had.
Estimating
"You apply 10–15% waste on tile reroofs. The variance correlates to roof pitch, structure age, and coastal proximity. Your average is 11.3% — you’ve never stated that number explicitly."
Surfaced automatically from workflow data — no interview required
Crew Deployment
"Your most profitable jobs share a crew composition pattern you’ve never formally documented. Applying it consistently could increase gross margin by 3–4 points."
Surfaced automatically from workflow data — no interview required
Vendor Selection
"Above $200K, you always call Vendor A first. Below that, you split between B and C based on timeline. You’ve followed this rule on 94% of bids without ever writing it down."
Surfaced automatically from workflow data — no interview required
Bid Decisions
"You’ve walked away from 12 bids this year. The common factors: unfamiliar GC, sub-3-week timeline, and four specific municipalities. Your win rate on bids you keep is 38% vs. the 22% industry average."
Surfaced automatically from workflow data — no interview required
These are real patterns an ambient capture system identifies. The estimator never articulated these rules — the system observed them.
Your Outcome
Same infrastructure.
Your goals.
Whether you're building a business that runs better every day or building toward an exit that reflects what you've actually created — the platform is the same. The outcome depends on you.
A permanent AI operating system
Continuous improvement isn't a project — it's an operating philosophy. Vellm becomes the infrastructure layer that makes your business smarter every month.
Reduce key-person dependency
Expertise becomes infrastructure, not a single point of failure
Surface insights you didn’t know existed
Cross-functional patterns no single department would catch
Make better decisions, faster
Formalized heuristics from your best people, available to everyone
Compound improvement monthly
The system gets smarter with every interaction, automatically
Enterprise value insurance
The institutional knowledge captured by our system directly reduces key-person risk — the single largest discount buyers apply in the lower middle market. The result: a higher multiple and a bigger check at closing.
Value Created
Typical outcome at 18 months
+$1.5M–$6.2M
Illustrative — based on a $3M EBITDA business
One Platform
The infrastructure is the same. The knowledge capture is the same. The agents are the same. What changes is what you do with the intelligence — and that's your decision, not ours.
4–6 Weeks
To First Agent Live
90 Days
To First Insights
18 Months
To Full Knowledge Layer
3–12x
Projected ROI
Who We Serve
Built for the middle market
Businesses with real operational complexity, meaningful data, and institutional knowledge worth capturing — but no internal AI team to build it themselves.
$10M–$100M
Annual Revenue
50–500
Employees
3–8
Key Knowledge Holders
Microsoft 365
+ ERP/CRM
Roofing & Exteriors
Estimating, crew scheduling, vendor management
HVAC & Mechanical
Dispatch, service contracts, inventory
Electrical Contracting
Estimating, code compliance, project tracking
General Contracting
Subcontractor management, bid coordination
Healthcare Services
Clinical operations, inventory, billing
Specialty Distribution
Order management, logistics, customer intelligence
Not a startup. Not a Fortune 1000. The businesses in between — where the opportunity is greatest and the gap is widest.
Get Started
Ready to see what your
business actually knows?
Tell us about your business. We'll schedule a confidential discovery call to discuss where your tribal knowledge is concentrated and what a deployment could look like.
Is this just another AI chatbot?
No. We deploy production-grade agent architectures that integrate with your existing business systems, operate on your actual data, and build persistent institutional memory. This is infrastructure, not a feature.
How long until we see results?
Agents are operational within 4–6 weeks. Meaningful knowledge capture insights emerge in 60–90 days. A full institutional intelligence layer takes 12–18 months to mature.
Where does our data live?
In your own cloud environment. We deploy in your tenant with your identity controls. Your data never leaves your infrastructure.
What if we change our minds?
You own everything — the data, the agents, the knowledge base. Full export at any time. But after 12 months of compounding intelligence, you won’t want to.