Enterprise intelligencethat compounds.
The intelligence layer sits between your data and your AI. It captures the context, expertise and decisions your people create every day, so every answer, app and agent gets smarter the more your business uses it.
Answers, apps & action
Dashboards.AI · V1.AI · your workflows
Foundation AI
your intelligence layer — owned by you
Your data
Foundation Data · Databricks · Snowflake
Every company has an AI mandate. This is the missing layer.
Expertise
Knows what your best people know.
Context
Explains what it means in your organization.
Knowledge
Captures how your people operate.
Decision history
Shows AI which actions matter, and why.
Foundation AI
Intelligence is what your business knows that no system records, captured as people work and used to make every next answer better.
Every cycle adds context. Every answer compounds.
Intelligence builds in the background as people work. Nobody fills in forms, curates a wiki or changes how they work.
- 1
Data
Connect your data.
- 2
Map
Policies and the enterprise graph.
- 3
Engage
Ask questions and build apps.
- 4
Act
Decide business outcomes.
- 5
Learn
Build up context: patterns and decisions.
You have agents. Now make them trustworthy.
Foundation AI sits behind every agent and question as a single governed intelligence source your enterprise owns.
Business users & analysts
Get sourced, permission-aware answers across every system, whether the question comes from Copilot, DashboardsAI or a custom app. Turn any answer into a live tile.
"How many Abu Dhabi arrivals are delayed today, and why?"
Operations experts
Keep the expertise nobody wrote down, along with the context and decisions behind it. Corrected procedures become reusable skills for the whole organisation.
"How do we price ground handling for a new carrier at AUH?"
Every employee
Each user's agent starts empty and learns from every interaction. It spots repeated questions and offers to automate them, within that user's permissions.
"You ask about cargo tonnage every Monday. Want this sent to you each week?"
Duty & ops managers
Spot crew shortfalls and SLA risk early, weigh the trade-offs, and act. Every human override teaches the system what good looks like.
"Which freighter should we prioritise if we're three crew short?"
COO & executive team
Go beyond reporting to scenario planning, showing sources and confidence levels. See what pulling one lever does to the rest of the business.
"If we add a shift at peak, what happens to turnaround time?"
AI & agents
Give Copilot, Claude or ChatGPT one well-informed tool in place of dozens of confusing ones. Foundation AI handles routing, context and permissions underneath, so answers are faster and more consistent.
"What does this data mean, where does it live, and who is allowed to see it?"
Platform architecture
The layer between your data and your agents.
Foundation AI sits on the data platforms you already run and behind the tools your people already use. Models plug in from outside; your context stays in the layer.
Dashboards.AI
For business users
Ask questions, explore and analyze across approved operational data.
V1.AI
For builders
Create focused applications and agents on top of your enterprise intelligence.
Foundation AI
The intelligence layer
Understands questions, context, data sources and intent, and routes each to the best answer.
Foundation Data
Trusted data exchange
Connects and governs data across systems and organizational boundaries.
Your existing data stack
Warehouse, lakehouse, ERP, operational systems. Stays in place.
Not replacedProducts
Every product makes the others smarter.
Questions in DashboardsAI and apps built in V1 teach Foundation AI, and Foundation AI makes every answer and app better in return.
The intelligence layer
Orchestration, an enterprise graph, memory, personal agents, model routing and central AI policy. It works with any data platform and any MCP-compatible AI tool.
Answers, insights and always-on visibility
Ask in plain language, then pin the answer as a live tile. Summarise a whole dashboard in one step. Some things are best seen at a glance.
Build apps and agents by conversation
Describe the app you need and V1 checks the data is there before it builds. Deploy agents straight into DashboardsAI to monitor and act.
Governed data, live in production
Catalogue, lineage, data quality and data sharing for organisations that need a managed data foundation, or that sit alongside Databricks and Snowflake.
Industries
Expert intelligence, industry by industry.
We work with the biggest operators in each sector to build up domain intelligence that every participant can use.
Aviation
A governed intelligence network for airports, airlines and ground handlers. Each party decides what to share, with whom and how often.
- Turnaround efficiency
- Weather-driven disruption management
- Workforce and role competence
Smart cities
One governed data network across the sectors that build and run a city. Each sector owns its data and chooses what to share.
- Data products shared between sectors
- Construction and project reporting
- Mobility, utilities and tourism insight
Already compounding
Success stories
Aviation · Ground handling
Velora: from a governed data foundation to enterprise intelligence.
Velora runs meshX Foundation in production as the source of truth behind its enterprise Copilot. The next step is intelligence that learns how its people run the operation.
Read the full story
The full case study is not written yet — this expands the facts already given here rather than inventing new copy (see design/content-v1.md, open flag #7).
- Challenge. Data spread across SAP, SharePoint and operational systems, with Copilot needing one trusted source.
- Solution. Foundation Data as the governed platform, connected to Microsoft Copilot through MCP.
- Intelligence. Foundation AI, so any question gets a consistent, sourced answer that improves with use.
- Surfaces. DashboardsAI, Power BI and Copilot draw on the same governed intelligence, so every tool gives the same answer.
- Challenge
- Data spread across SAP, SharePoint and operational systems, with Copilot needing one trusted source.
- Solution
- Foundation Data as the governed platform, connected to Microsoft Copilot through MCP.
- Intelligence
- Foundation AI, so any question gets a consistent, sourced answer that improves with use.
- Surfaces
- DashboardsAI, Power BI and Copilot draw on the same governed intelligence, so every tool gives the same answer.
Why meshX
Rent the model. Own your intelligence.
It compounds
Smarter every day
Every question, correction and decision adds context. The system is more valuable in month six than on day one, and the lead keeps growing.
It's yours
Independent of any model
Your context, memory and expertise stay in a layer you control. Swap LLMs as the market changes without losing anything.
It connects
No rip and replace
Plugs into the data platforms you already run and the AI tools your people already use. One governed intelligence behind all of them.
- If you have…
- meshX adds
- Databricks, Snowflake or Fabric
- A learning intelligence layer on top of the platform you already run, with no migration.
- Microsoft Copilot
- Enterprise context, routing and permissions, so Copilot gives consistent, sourced answers in place of guesses.
- Enterprise search
- Verified lineage, governed business logic, and intelligence that improves with use rather than an index that stays the same.
- An in-house AI team
- A shared brain, so each new agent starts with everything the business already knows.
Security & governance
Governed from the first question.
Your data stays put
Foundation AI reads through to your platforms. Raw data is never copied into the intelligence layer.
Policy before ingestion
Nothing is captured without a policy. Every AI surface follows the same central guardrails.
Permission-aware
Answers and agents follow the same roles and access rules as the underlying data.
Deploy your way
Run it in our cloud, your cloud, or air-gapped with a trusted control plane.
Start building intelligence your business owns.
Pick one operational decision. We'll show you what Foundation AI does with it, and how it compounds from there.