Prepared for the Pan American Peru operations team

Pan American has built one of the Americas' premier silver and gold businesses.
In Peru, the cost of each ounce is settled on the haul road and in the development drift.

Over the last few years Pan American has done the hard work of sharpening the portfolio, and Peru now centres on Huaron, a 2,300 tonne-per-day underground silver mine in Pasco. It is judged on a single number, the all-in sustaining cost of each ounce, and that number is decided where the equipment works. It hides in the diesel an LHD or truck burns sitting idle underground, in the tyre that wears out before its time, and in how much developed stope the sequence keeps ahead of the mill. At your cost structure two or three points there is a number leadership notices. That is the one problem I have spent my career on, and I think it is worth thirty minutes to show you how far it could go.

Fleet OverviewAsset HealthDispatchEnergy Live
The SymX product suite · deployed and validated · each module live on real fleets
▶ Watch the platform in motion
X.Machines
Predictive maintenance across drivetrain, hydraulics and engine, with 48 to 72 hour failure warnings.
X.Tires
AI tyre-health monitoring co-developed with Yokohama. Inflation, load and haul-road scoring.
X.Connect
OEM-agnostic connectivity across Cat, Komatsu, Hitachi and Liebherr in one API, plus underground mesh.
X.Parts
Patented AI on maintenance logs. Predicts parts failure and replaces at true end-of-life.
X.Inspect
Paperless equipment inspections end-to-end, with proactive maintenance triggers.
+6%
More material moved
Like adding trucks at zero capex
−9%
Fuel & CO₂
Idle, speed and route discipline
−20%
Tyre cost
15–25% of truck operating cost
−50%
Downtime
Predictive, not reactive
−14%
Parts & maintenance
Condition-based scheduling
How SymX fits the strategy you have set
The priorities you have already set. One system that moves all of them.

Pan American has been clear about the direction of the business. Michael Steinmann has told the market the 2026 outlook points to further expansion of operating margins, with the cash flow to invest in growth and keep returning capital to shareholders. The hardest place to deliver margin is the moving fleet, the trucks and loaders that shift the rock and carry most of the cost and the risk. That is the part SymX was built for. Here is how it lines up with the priorities you have already set in Peru.

Growth
Scale margin by repeating what already works
Pan American has sharpened its portfolio and is now investing the cash flow back into growth. Today a new operation means standing the monitoring up from the ground. With SymX, the operating layer that lifts throughput and trims cost at Huaron is the same one that travels to the next silver or gold mine in the group, so the value compounds rather than restarts.
Cost per ounce
The lowest all-in sustaining cost protects every ounce
Huaron is measured on all-in sustaining cost against the silver price. A documented lift in fleet productivity and a documented cut in fuel and maintenance are not features. They are the evidence that holds AISC down and defends the margin on every ounce already in the plan.
Artificial intelligence
Bring the optimisation discipline to the mobile fleet
Pan American is already proving the value of optimisation, using a pilot plant at Jacobina to improve reliability and lift throughput. SymX brings the same discipline to the machines that move the rock: every truck reading itself, every dispatch decision informed by data the fleet was already generating, nothing left on the table.
Safety
Fewer surprises on the haul road and in the drift
Most serious incidents are preceded by a signal the equipment was already sending. Because SymX reads each machine continuously, it surfaces the developing fault, the failing strut, the overheating component, before it becomes an event. Safer operations and higher uptime turn out to be the same discipline.
Margin
More ounces from the fleet you already own
Higher availability means more ore moved on the same trucks, and lower fuel and maintenance means more margin on each ounce. On operations measured by cost per ounce, a few points of fleet efficiency is a material, recurring contribution, shift after shift, against a cost line that runs for the life of the mine.
Sustainability
Decarbonisation you can measure
Pan American has committed to cut Scope 1 and 2 emissions by at least thirty percent by 2030. The diesel haul fleet is the largest single Scope 1 source on most sites. A nine percent fuel and CO₂ reduction across that fleet is a fast, measurable lever on the target you have already published, with the data to prove it.
How the platform fits together in Peru Validated architecture
FLEET EDGE PLATFORM OUTCOMES Development fleet Huaron · jumbos · drills Production fleet Huaron · LHDs · trucks Drills & ancillary Cross-manufacturer SymBot Edge (Gen 6) Cross-OEM CAN bus · on-machine compute SymX Platform X.Connect · X.Machines · X.Tires · X.Parts · APIs Lower cost per ounce Dispatch · cycle · fuel Higher uptime Predictive maintenance Safer drift Early fault warning

Every machine reports through one on-board device into one platform, and the platform turns that data into the outcomes leadership has already prioritised. The same architecture has been validated on a live mixed-manufacturer fleet, both above ground and underground.

For the people who run the fleet
Fuel is not one number. It leaves the fleet in six places, and most are invisible from the cab.

On a diesel mine, fuel is the largest controllable line on the haul fleet, and almost none of it is lost where anyone is looking. It drains in small, constant ways that no driver can see and no daily report captures. SymX measures each one on every machine, on every shift, and turns it into something an operations team can act on the same day.

1 · Idling
Engines burning fuel while the truck earns nothing
A haul truck left idling at a face, a tip or a shift change burns diesel and hours with no material moved. SymX records idle minutes per asset per shift and surfaces the worst offenders by name, so idle stops being background noise and becomes a number a supervisor manages.
2 · Late start
The first productive hour quietly lost at shift change
Wheels often turn long after the shift has officially begun. SymX timestamps the first productive movement of every machine against the shift clock, so the lost first hour, the most expensive hour of the day, is visible instead of assumed.
3 · Queuing
Trucks bunching at the shovel, the crusher and the tip
When trucks stack up waiting to load or dump, they burn fuel standing still and starve the rest of the cycle. SymX reads queue and cycle time across the fleet and feeds dispatch, so the fleet is sequenced to the bottleneck rather than against it.
4 · Tyre inflation
Soft tyres raise rolling resistance and burn fuel, then fail early
An under-inflated tyre quietly raises fuel burn and then fails before its time, and tyres are 15 to 25 percent of a truck's operating cost. X.Tires, built with Yokohama, reads pressure, temperature and load live and flags the deviation while it is still cheap to fix.
5 · Truck health
A sick machine burns more long before it stops
A dragging brake, a clogged filter or a failing injector raises fuel burn weeks before it shows up as a breakdown. X.Machines reads engine and drivetrain condition continuously, so the machine that is costing fuel is found while it is still running.
6 · Optimum speed
Wrong speed and gear on grade wastes fuel and tyres
Overspeed downhill and labouring in the wrong gear on a ramp both waste diesel, and they wear tyres and brakes at the same time. SymX scores each machine's speed against the haul-road profile, turning driving technique into something coachable rather than invisible.
Step one underground
Before a mine can be optimised, it has to be seen. Underground, that is an infrastructure job first.

Surface fleets have networks and GPS. Underground, most mines have neither at the working face, which is why the development fleet is so often run by radio and memory. SymX installs the missing infrastructure before it installs any analytics, because the data has nowhere to go until the network and the positioning exist.

Connectivity at the face

SymX lays a wireless backbone that brings reliable internet to the working face, where Wi-Fi and cellular do not reach. Every machine, sensor and tablet underground can finally report in real time, so a face that was dark to the surface becomes live.

Location underground

A Bluetooth-based positioning layer gives every truck, loader and person an accurate position underground, the equivalent of GPS where GPS cannot reach. The control room sees where each machine and crew actually is, by drift and by level, in real time.

Control rooms, surface and underground

SymX stands up a control room on surface and underground, so dispatch, safety and maintenance all watch the same live picture. Short-interval control stops being a whiteboard exercise and becomes a shared, real-time view of the mine.
Keep the machine running
The cheapest tonne is the one moved by a truck that did not break down.

Unscheduled downtime is the most expensive thing a fleet does, because it stops production at the worst possible moment and pulls the maintenance team into firefighting. SymX works to turn the surprise stop into a planned one, and it does so using the records the mine already keeps.

It reads the systems you already run

SymX's patented maintenance AI connects directly to SAP and to the Excel sheets the planners actually use. It learns each component's true wear from the work orders and the live machine data together, rather than from a calendar, so the history you already have starts doing useful work.

It turns surprise stops into planned ones

The model flags a developing failure days ahead, so the part is changed on a planned window instead of in the middle of a shift. The machine runs longer between stops, the team schedules the work, and parts spend falls because components are replaced at true end of life rather than too early or too late.
The platform, in plain view

This is the screen your team would open at the start of every shift.

Every machine sits in one place, with fuel, tyre health, dispatch and engine condition drawn from what the machines already record, so there is nothing new to fit on the trucks.

These are the same screens running on operating mines today, across five continents, not a demo built for this page.

Book a live walkthrough ↗
OverviewAsset HealthTyresEnergy Live
Measured in the field
Recorded on real operations, not modelled in a spreadsheet
+23%
Throughput increase on a validated deployment
9%
Fuel and CO₂ reduction across the diesel fleet
50%
Reduction in unscheduled downtime
<1 wk
From install to first measurable value
Proof on the ground
Three mines you will recognise. The same system.

The same system runs across three very different mines, and each one will look like a piece of what you run already, from a remote underground complex with no network and a rising diesel bill to a large open-pit fleet under constant cost pressure. The numbers below are what SymX showed each team, and what they did about it.

Doe RunConnectivity · fuel · uptime
Brushy Creek & Southeast Missouri complex · underground lead

Doe Run runs six underground mines where, at the working faces, there was effectively no network, no way to locate equipment or people, and no live picture on surface. Late shift starts and queuing were routine, a truck could wait close to an hour at a loading point, and without connectivity or machine-and-people tracking no one above ground even knew it was happening. Diesel cost had climbed roughly 67% year on year. SymX laid the X.Mesh wireless backbone first to bring connectivity to the face, added underground location, then layered fleet management, fuel and tyre monitoring and predictive maintenance on top. Against that baseline the platform targets a 15% productivity lift, up to 9% lower fuel, 15% longer tyre life, and avoids up to $130,000 an hour of unscheduled downtime. The underground parallel to Huaron is direct.

+67%The runaway diesel cost SymX was deployed to arrest, with connectivity restored at the face for the first time
TOTAL DIESEL COST · BEFORE DEPLOYMENT +67% YoY diesel FY2020 FY2021 FY2022 ANTICIPATED IMPACT · FULL-STACK DEPLOYMENT Productivity (X.Machines · X.Mesh) +15% Fuel cost (X.Fuel idle reduction) −9% Tyre life (X.Tires) +15% Availability (X.Parts predictive) $130K/hr Connectivity at the face (X.Mesh HaLow) near-zero → full
X.Mesh restored connectivity underground; X.Machines, X.Tires and X.Fuel then turned a manual, fuel-bleeding complex into a monitored one.
Agnico EagleFuel & idle reduction
Detour Lake · Ontario · largest gold mine in Canada

Detour Lake runs a large mixed open-pit gold fleet where company diesel use had climbed sharply, without the asset-level visibility to manage it. SymX has run there since 2021. X.Fuel's optimisation, principally cutting idle and overspeed, delivered measurable fuel savings inside the first six months of deployment, with no equipment changes. Average daily fuel fell 4.3%, hourly burn 1.5%, and daily idle time 3.1%, savings the team could see and act on, asset by asset. The same idle and speed discipline applies directly to Huaron’s diesel LHDs and trucks.

4.3%Lower average daily fuel in the first six months, from idle and speed discipline alone
AVG DAILY FUEL · LITRES/DAY · FIRST 6 MONTHS 1207 1128 −4.3% M1M2M3M4M5M6 −1.5% hourly fuel burn −3.1% daily idle time 8.5→7.9h idle hrs / asset / day
X.Fuel made idle and overspeed visible per asset, turning an invisible loss into a managed line item, with no new equipment.
Buzzi UnicemFleet cycle · production held
Cape Girardeau · Missouri · cement, beyond metals

At its Cape Girardeau quarry, Buzzi Unicem was already running Caterpillar Product Link, but the payload and cycle data it returned were unreliable, there was no real fleet management on top of it, and no predictive maintenance at all. SymX replaced the guesswork with accurate data capture from the machines, then used it to optimise fleet cycle time by removing the waste, the idle, the queuing and the overspeed, until the quarry delivered the same production with 16% fewer trucks. Equipment availability rose, and early tyre-pressure warnings prevented failures worth up to $10,000 each.

−16%Fewer trucks for the same production, after accurate data capture and cycle-time optimisation
PRODUCTION HELD · FLEET REDUCED Production flat Trucks −16% Uptime up $10K saved per tyre failure prevented overspeed · queue · idle excess fuel traced and acted on
The Utilisation and Tyre dashboards held output steady while stripping fuel and preventing tyre failures before they happened.
The named endorsement · Glencore COO · on the record
The problem SymX solves is foundational. Connectivity and cross-OEM data integration at the point of work are infrastructure gaps the mining industry has struggled with for decades, but SymX changes the paradigm. This level of integration and insight is exactly what the industry needs to move forward.
PX
Peter Xavier
Chief Operating Officer · Canada Metals · Glencore

Glencore chose Onaping Depth, its most advanced mine in Sudbury, to go all-electric, and ordered a full battery-electric fleet from Epiroc. Neither Epiroc nor the battery supplier provided a way to schedule the charging, and the machines needed a battery swap every 60 to 90 minutes, far more often than the diesel trucks the crews were used to, so without a plan the fleet stalled. Glencore came to SymX. We built the full short-interval control program, including the electric-fleet charging schedule and real-time battery and truck-health monitoring, and the fleet ran. If SymX can orchestrate a mixed battery-electric fleet underground at that standard, a Peru open-pit and underground fleet is comfortably within reach.

Why this fits Pan American specifically
The hard moves are already made. SymX completes the picture.

What Pan American has already built

A focused, cost-disciplined Peru footprint, centred on Huaron, a 2,300 tonne-per-day underground silver mine in Pasco feeding an 870,000 tonne-per-year mill, within a deliberately sharpened portfolio.
A published decarbonisation commitment, a reduction of at least thirty percent in Scope 1 and 2 emissions by 2030, against a fleet that is the largest source of those emissions.
A margin-first strategy with the cash to fund it, with leadership guiding to expanding operating margins and roughly two billion dollars of liquidity available to invest in growth.

Where SymX completes it

Huaron's mixed underground fleet of jumbos, LHDs and trucks reports through several manufacturers' systems, so SymX is what brings the whole Huaron fleet onto one screen.
Huaron is investing to keep more developed stope ahead of the mill, so SymX is what raises development-fleet productivity and mine flexibility by making every machine and cycle visible underground.
Both mines are paid on all-in sustaining cost, so SymX is what turns every point of fleet efficiency into a lower cost per ounce that protects margin across the cycle.

The case is built around Peru because that is where the next thirty minutes are best spent. The same operating layer travels without modification to every silver and gold operation Pan American runs across the Americas, from Mexico down to Argentina, once it has proven itself on one Peruvian site.

What this looks like at Huaron
Five things go in at Huaron. Each one turns into a number leadership already tracks.

Huaron is a 2,300 tonne-per-day underground silver mine in Pasco, feeding an 870,000 tonne-per-year mill, run on a mixed fleet of jumbos, LHDs and trucks. It is the right place to start because it is the harder problem, and because what proves out here travels to the rest of the Pan American group unchanged. Here is what SymX installs, and what each piece is worth.

On the ground at Huaron

Connectivity. A wireless backbone brings reliable internet through the Huaron drifts, so every machine at the face reports live for the first time.
Maintenance system. The patented AI reads Huaron's SAP and Excel records and flags failures ahead of time on the development fleet that keeps the mill fed.
Fuel system. Idle, queue and speed are measured on the diesel LHDs and trucks, turning fuel into a managed line.
Tyre monitoring (TPMS). X.Tires reads pressure, temperature and load live across the haul and loader fleet.
Bluetooth location. Every machine and person is positioned accurately underground, by drift and level, in real time.

What it is worth to the business

More developed stope kept ahead of the mill, because the development fleet is visible and reliably scheduled.
A lower all-in sustaining cost per silver ounce, as fuel, tyres and unplanned downtime each come down.
A safer mine, because the control room knows where every crew and machine is and sees faults developing early.
A template that repeats. What works at Huaron lifts the wider Pan American group without being rebuilt.
Indicative value · per Peru operation
What this looks like at the Huaron fleet.

Scaled from validated deployment data to a single underground operation at Huaron’s scale and typical asset operating costs. Conservative, illustrative, and not a guarantee. Individual site results vary with baseline conditions, and an early-week pilot replaces every figure here with your own numbers.

+6%
Productivity
More material moved on the trucks already on site
9%
Fuel & CO₂
Idle and overspeed reduction across the fleet
14%
Maintenance & parts
Condition-based vs calendar scheduling
50%
Fewer unscheduled events
Predictive maintenance, not reactive
20%
Tyre life extended
Inflation, load and haul-road scoring
<1 wk
Time to first value
Baseline measured inside the first week
Source: SymX validated deployment data, scaled to a single underground operation at Huaron’s scale. Illustrative benchmarks, not guarantees.
Indicative annual value
$6–12M
per operation
at Huaron’s operating scale
Typical payback
< 90 days
From the field
Perspectives on mining efficiency and fleet intelligence.
Worth a single conversation.

Pan American has already made the difficult moves, sharpening Peru to the operations it intends to run well for years. The platform that brings a mixed underground fleet onto one screen is the natural next step rather than a departure. It runs on the equipment already in the pit and in the drift, and it asks for no new trucks and no rip-and-replace.

The right first step is a thirty-minute conversation and a single-site pilot, at Huaron: a contained underground fleet, a measured baseline inside a week, and a cost-per-ounce number that can be carried straight into the next plan.

Ash Agarwal
Chief Executive Officer · SymX.AI
Write to Ash directly ↗