Generic AI has never seen how your business works. MLX reads your systems and writes down what things mean — that record is the Twin. The AI you choose answers from it, nothing else — and the work it produces files back in as auditable records.
Front elevation — the AI Twin, live
Xero
SunSystems
Stripe
GoCardless
Microsoft 365
SharePoint
Google Drive
Google Docs
Google Sheets
Notion
HubSpot
Gmail
Calendar
Outlook
Slack
Teams
Granola
GitHub
LinearMercury Labs has delivered for
Client work by Mercury Labs, the studio that builds MLX.
01 · How you start
Connect your priority systems, let MLX author and prove the Twin, then review the release and switch it on — two focused weeks.
Connect the systems that matter first, read-only. MLX maps what they can prove.
MLX works out how your systems fit together, writes down what things mean, and tests every result against your own database. Anything it cannot prove is left out.
The sealed release stays dark until you have read it. Switch it on, and your approved AI tools answer from the Twin.
02 · Ask
One question, one governed answer — the table, the totals and what they mean.
show aged receivables, ranked by value per customer
As at 11 August 2026 — GBP, ranked by total outstanding
| Rank | Customer | Invoices | Total AR | Current | 1–30 days | 31–60 days |
|---|---|---|---|---|---|---|
| 1 | Ridgeway University | 1 | £6,187.50 | £0.00 | £6,187.50 | £0.00 |
| 2 | DIISR – Small Business Services | 2 | £4,470.63 | £4,200.00 | £0.00 | £270.63 |
| 3 | Bayside Club | 2 | £3,434.00 | £3,434.00 | £0.00 | £0.00 |
| 4 | Port & Philip Freight | 2 | £2,245.00 | £0.00 | £2,245.00 | £0.00 |
| 5 | Boom FM | 1 | £1,623.75 | £1,623.75 | £0.00 | £0.00 |
| 6 | City Limousines | 4 | £1,169.95 | £650.00 | £0.00 | £269.95 |
| 7 | Basket Shop | 1 | £914.55 | £914.55 | £0.00 | £0.00 |
| 8 | Hamilton Smith Ltd | 1 | £550.00 | £550.00 | £0.00 | £0.00 |
| 9 | Rex Media Group | 1 | £550.00 | £550.00 | £0.00 | £0.00 |
| 10 | Marine Systems | 1 | £396.00 | £396.00 | £0.00 | £0.00 |
| Total | 16 | £21,541.38 | £12,318.30 | £8,432.50 | £540.58 |
Basis: Xero sales invoices with a positive live AmountDue; voided and deleted
invoices excluded. Aging uses invoice due dates. The synced invoice snapshot was
last updated 9 August 2026 at approximately 06:53 UTC.
03 · The receipt
The receipt is not a footnote — it is the architecture: which sources, which definition, which version, and when.
Pan sideways to inspect at drawing scale.
04 · Behind the receipt
The receipt names a definition. This is who wrote it, proved it and judged it.
It surveys your systems and tests every possible join across all your data. Sensitive values are fingerprinted first.
It reads measurements, never your rows, and designs views around questions your team would ask.
The exact views and tests are generated from that design — nothing improvised.
Every view must run and reconcile on your own data.
Separate from the author — it cannot repair or approve the work, only judge it.
Anything unproven is refused. What passes is sealed, and stays dark until you switch it on.
05 · In the work
Type @, mention a View, and the agent works from exactly the records it shows — opened beside the conversation.
Renewal risk review
· Renewal Operations DemoAcross @Renewal command — what's at risk in the next 30 days?
Four renewals land in the next 30 days. Orbit Education and Alder & Co Logistics are already Renewed, and Brightwater Energy is on track at 86% for 22 September.
The one to watch is Northstar Gridworks — £84,000 renewing 14 September at 72%, health At risk. The next step on the record: resolve the DPA redlines.
Ask about @Renewal command — or mention another View
AutoRenewal command
Renewal accounts · 12 records · scope pinned to this Session
06 · The feed
Every channel has a feed, and the Twin is a member — it posts after overnight syncs and answers when mentioned, receipt attached.
Renewal Operations Demo
Share an update with the channel…
Maya Chen · Today, 09:12
Pushed the Northstar decision call to Thursday — legal wants one more pass on the DPA before we counter.
Sam Okafor · 09:31
@MLX if Northstar slips past quarter end, where does committed Q3 land?
MLX · 09:31
£84,000 would leave the quarter. Renewed so far stays at £79,000 — Orbit Education and Alder & Co Logistics — with Brightwater Energy's £96,000 still to land on 22 September.
MLX · Today, 06:54
Refreshed aged receivables after this morning's Xero sync — £21,541.38 outstanding, 42.8% overdue. Collection priority is still Ridgeway University and Port & Philip Freight.
07 · Chaos to records
What your systems scatter — and what your agents produce — the Twin files into tables you define.
XeroINV-0219 · Ridgeway University
GmailRE: Northstar renewalSunSystemsJNL 2214 · £84,000.00DocsRenewals playbook v7
Slack#renewals · 47 unreadHubSpotNorthstar Gridworks · dealStripePayout · £12,304.55NotionRenewal owners tableScattered across your systems
The Twin organises
Filed as records you keep
08 · Keep
Every number on screen says which records it came from and how they were filtered.
Renewal Operations Demo
09 · Any model, every door
Change the model, or come through a different door — the answer cannot move, because it comes from the Twin, not the model's memory.
MLXthe session
ChatGPTover MCP
Claudeover MCP
Geminiover MCPEvery route reads the same governed context — and every answer carries the same permissions and audit trail, whichever door it came through.
10 · Where it lives
Every Twin runs on its own dedicated MLX server — in the region you choose, connected to your systems read-only, with an audit trail end to end. Nothing pooled, nothing shared.
Choose a hosting region
One region per deployment. The flag marks server geography only.
Everything above is one system — a governed copy of your business that AI can safely use. Five parts carry it.
Always on, on a server that is yours alone — UK, EU or US.
It proposes definitions in plain words; every version is kept and inspectable.
OpenAI, Anthropic, Google or your own hardware — swap models, keep the meaning.
Agents must write into tables you define, so knowledge stays findable.
MLX, Claude, ChatGPT, terminal or code — same answers, same permissions.
12 · Questions
The questions regulated teams ask first — answered plainly.
Activation
A focused two-week activation starts with one priority workflow and the systems behind it.
Partnership
Partner enquiries are handled by Mercury Labs, the London-based AI engineering studio that builds and deploys MLX.
