The governed AI operating layer

Keep your systems.
Add intelligence.

Mesh connects the systems your business already relies on and gives governed AI the context and authority to work across them.

The problem

Your business has systems.
It doesn’t have one operating layer.

You already own an ERP, a CRM, an accounting platform, a warehouse or scheduling system, a document store and email. None of them were built to talk to each other, so your people are the integration — carrying work across four screens to finish one task.

ERP
CRM
Accounting
Email
Documents
WMS
Scheduling
Custom software
Duplicate entry
The same record keyed into two or three systems.
Manual handoffs
Work moves by email and spreadsheet, with no trace of where it stopped.
Missed exceptions
Surfaced days late, after they have already cost money.
Delayed decisions
Leadership waits on someone to assemble a report from four sources.
Repetitive admin
Skilled people spending their day on transcription and chasing.
Poor executive visibility
No single view of the real operational state of the business.
Disconnected data
Two systems, two answers, and an argument about which is right.
Coordination headcount
People hired mainly to move information between systems.

Your employees are not slow. Your systems are making them slow.

What Mesh does

One layer above the software you already run.

You do not need another ERP, CRM, warehouse system or AI chatbot. You need the systems you already own to work together — with AI that has the context to be useful and the boundaries to be trusted.

Your existing systems
ERP · CRM · Accounting · WMS · Scheduling · Documents · Custom software
↓
MESH
Context · Identity · Permissions · Governance · Operational memory · Model flexibility
↓
Governed AI agents and workflows
Scoped to defined systems, data and actions
↓
Human approval, action and audit
People keep authority where the business requires it
↓
Business outcome
Shorter cycle time, fewer exceptions, less rework, real visibility
Which door do you walk through?

Four ways in. We will tell you which one is yours.

Already have your systems?
Mesh
Connect what you already own and let governed AI work across it.
Missing a critical system?
Sleeper Agents Products
Use a purpose-built product to fill the operational gap, then connect it through Mesh where appropriate.
Need AI to access one system?
Sleeper Connect
Make one existing business system AI-ready through a managed, MCP-compatible connection.
Have a completely different problem?
Strategic Review
We determine whether it belongs in Mesh, an existing product, a reusable extension, or a separately scoped strategic build.
One workflow first

Don’t start with an AI transformation.
Start with one broken workflow.

“Show us one important workflow where your employees have to move between multiple systems to get the job done.”

That workflow becomes the first target. We identify the systems involved, the human handoffs, the business impact, the permissions required, the success metric and the agent opportunity — then deploy narrowly, prove value, and expand.

Systems involved
Human handoffs
Business impact
Permissions
Success metric
Agent opportunity
How you buy Mesh

Six steps, in the open.

01
Fit conversation
Identify the workflow and the business problem behind it.
02
Discovery
Map systems, access, requirements, economics and implementation.
03
Scope + ROI
Define the deployment, the success metric and the commercial tier.
04
Deploy
Connect, configure, validate and launch.
05
Measure
Compare the result against the week-one baseline.
06
Expand
Workflow → department → business unit → enterprise.

Launch target is approximately 30 days from the date customer system access is granted. Timelines depend on system access, data quality, security review and your team’s availability, and are confirmed in scope.

Use cases

Operating in high-impact sectors.

Representative workflow patterns from the sectors we build for. Illustrative examples, not named customer deployments.

Industrial Services
Field ticket → time & materials → approval → invoice
Close the gap between the work being done and the work being billed.
Manufacturing
Order → production status → exception → shipping
See the exception when it happens, not when the ship date slips.
Industrial Distribution
Quote → inventory → procurement → customer update
Answer the customer from the systems that actually hold the position.
Oil & Gas / Midstream
Work request → planning → field execution → documentation
Build the record as the work happens rather than reconstructing it later.
Logistics
Dispatch → proof of delivery → billing → customer communication
Stop cash and customer updates waiting on someone to notice a POD.
Governance and trust

AI with authority boundaries.

AI should not have unlimited access to your business. Every action an agent takes in Mesh is attributable to an identity, constrained by a role, checked against policy, and recorded. Where your business requires a person to decide, the agent prepares the work and stops.

Identity
↓
Role
↓
Permission
↓
Agent
↓
Policy check
↓
Human approval when required
↓
System action
↓
Audit trail
Expansion

Start small. Prove value.
Expand where it works.

One workflow
Department
Business unit
Multi-site
Enterprise

Mesh can begin as a single workflow and grow into the operating layer of the business. Nothing built in the first deployment has to be thrown away to reach the next one.

Products

Mesh first. Products where they fit.

Flagship platform
Mesh
The governed AI operating layer across the systems you already own. From $2,500 / month.
Connectivity entry product
Sleeper Connect
Make one existing business system AI-ready. $750 / month.
Purpose-built product
Industrial Lens
AI and OCR extraction from nameplates, P&IDs, inspection reports and field tags.
Strategic builds
Review only
Where the problem fits none of the above, we scope it honestly — or tell you it is not a fit.

Find your first workflow.

Tell us where people are manually moving between systems, repeating work, waiting on information, or managing exceptions. We will determine whether the right answer is Mesh, Sleeper Connect, an existing Sleeper Agents product, or no engagement at all.