Product · Management

Where the money went, and whether anyone knows why.

Winze turns the hours your plant ran without producing into dollars and splits them into explained and unexplained. Known causes are taken out first, so what reaches you is the loss nobody has explained yet, with its evidence one click away.

Built for

Chief Executive Officer
Chief Operating Officer
Site General Manager

Book a pilot

Chief Executive Officer

Asks from Teams, between board and investor calls · Copilot in Teams, connected through MCP

Illustrative

Where did we lose the most money last month, and do we know why?

$740K

unexplained, of $1.2M lost last month

$1.2M lost last month; $740K of it unexplained.

$460K explained, $740K unexplained.
62% of the unexplained loss: SAG mill below rate, night shift.

Is it getting better or worse?

Worse: night-shift SAG loss has risen three weeks running.

Loss priced in dollars
Explained vs unexplained
Asked in Teams through MCP

Site General Manager

Runs the site; reports up to the COO and CEO · Winze chat

Illustrative

Draft my summary for Monday’s ops meeting.

$286K

unexplained last week, top three ranked

1. SAG mill below rate on night shift$162K
2. Primary crusher starved of feed$74K
3. Flotation cell 4 air flow low$50K

Send this to me every Monday at 6am.

Done. Scheduler will send it to you every Monday at 06:00.

Weekly and shift reports
Losses ranked by dollars
Scheduler on a schedule

Illustrative conversation. Figures are examples, not customer data.

What it does for Management

Loss priced and explained.

Loss in dollars, split into explained and unexplained

Hours running without producing, times the value of an hour of lost output, is the dollars lost, per site and per shift. Work orders, planned stops and shift logs are matched first: known causes are split out before a dollar reaches an executive, so maintenance’s own issues are never sold back to them as news.

How a lost hour becomes dollars

Where you are against plan, and where the month lands

Ask “where are we against quota this month, and will we make it?” and Winze answers from your own readings and your own plan: the tonnes so far, the plan to date, how far ahead or behind in tonnes and percent, and a projection of where the shift, day, week or month will end. Every projection is labelled as arithmetic on the recent rate, lists the planned stops it took out, and is never a target or a setpoint.

From plan to projection

01Actual to dateThe tonnes your production point recorded
02Plan to dateYour quota or budget, spread across the period
03VarianceHow far ahead or behind, in tonnes and percent
04ProjectionWhere the period ends at the recent rate, planned stops taken out

Ask from Teams or Claude Desktop

Winze answers in its own chat or in any AI tool that speaks MCP. Same answers, same evidence, in any interface. Each tool gets its own key that expires, is rate-limited and can be revoked at any time. The tools ask, Winze answers, and nothing writes back to the plant.

One Winze, any interface

Winze Chat: Built in, no setup
Microsoft Copilot: In M365 and Teams, through MCP
Claude Desktop: Anthropic’s desktop app, through MCP
Any MCP tool: Cursor, GitHub Copilot and more

Preliminary until the site team checks it

Every number carries its status: Preliminary until the people who run the plant check it, Verified once they do, with a full correction history if it ever changes. Dollar figures stay with the site team until they have signed off on them.

The plant flowsheet under a banner reading “Still being checked. Dollar figures stay with the site team until the people who run the plant have signed off on them.” — Until the site team signs off, the banner says so and the dollars wait.

What it reads

The signals and sources behind every answer.

Read-only by design: nothing writes to your control systems.

Run state, throughput and power
From the OPC-UA server already on site, read-only.
Work orders, planned stops and shift logs
Loaded or entered, so known causes are split out before anything is called a finding.
Plan and margin
What was planned, and the margin per tonne that turns lost tonnes into dollars.

One plant, every area

Next step: a pilot on one site.

See it on your own plant. Book a pilot and we’ll run it with you on one site: the unexplained loss on your plant, priced, with its evidence.

01
Connect one site
OPC-UA, read-only, one command on site
02
Run it for 90 days
Chat, shift reports and Scheduler tasks
03
Review the findings together
The unexplained loss, priced, with its evidence