Fruitful AI
Neo Drift · Process control

See the linethe way your best operator does.

Drift watches every product, every machine, every second — at the speed of the floor. It catches the slips you can feel but can't quite name, and flags them before they become downtime.

Line · 06 · live

Streaming
OK · 4127
OK · 4128
OK · 4129
OK · 4130
MISS · 4131

Count

4,131

Speed

58.4k/h

Position

1.4 mm

State

Running

Synthetic preview

What Drift catches

Six things your line tells you
before something breaks.

Line drift

Gradual deviation from cycle time, throughput, or position. Caught before the operator feels it.

Jam prediction

Early warning seconds before a stop — the cluster forming, the gap closing, the run going wrong.

Machine state

Running, idle, faulted, jammed, starved — read directly from the line, not the PLC tag.

Cascades

Bottles tipping, cans falling, stacks slipping. Movement that shouldn't be there, instantly flagged.

Misplacement

Trays out of orientation, products off-pitch, items where they shouldn't be — every cycle.

Timing slips

Cycle and dwell deviations measured in milliseconds. The slow leak that becomes lost output.

The new optical sensor

Sensors describe a point.
Drift watches the line.

What you'd build with a fleet of single-purpose hardware — count, speed, position, slip, presence, orientation. Defined in software, not bolted to the rail.

What you used to need

A fleet of single-purpose hardware.

Encoder
Photoeye
Weight cell
RFID reader
Light curtain
Presence sensor
Vibration probe
Laser distance

Eight vendors. Eight wiring runs.

What you ship now

One camera. Programmable in software.

Count
Speed
Position
Orientation
Presence
Slip
Surface
Integrity

Software, not steel.

Why not rules?

Rules describe the line you had.
Drift learns the one you have.

Rule-based monitoring

The way it's been done.

  • Hand-coded thresholds
  • Brittle to product changes
  • One-off scripts per machine
  • Tuning takes weeks
  • Misses what it wasn't told

Neo Drift

The way the line actually runs.

  • Learned from your line
  • Adapts to product variants
  • One platform, every machine
  • Trained in an afternoon
  • Catches what rules can't

How it ships

Seven steps. One afternoon.

01

Connect machine

Plug into the line.

02

Place cameras

IP cameras, mounted by Trinity if needed.

03

Capture video

Live feeds streamed to the cloud lab.

04

Build template

No-code pipeline, drag-and-drop.

05

Train in cloud

Trained on your line, your variants.

06

Deploy to edge

One-click push, live on the line.

07

Prevent

Catch slips before they become downtime.

Closed loop

Grippers can't tell when they failed.
Drift can.

Drift sits over the cell, watches every grasp, and tells the robot before the next move. No new sensor, no extra wiring — just a second pair of eyes that doesn't blink.

Real-time grip verification, every cycle
Cell pause / signal back to the controller
Counts, positions, and orientation in one pass
Plays nice with the cameras and PLCs already on the cell

Cell · 02 · gripper

Watching
GRIP OK
GRIP MISS
Tracked · 1
robot.signal
ack(grip_ok)slip → cycle paused
Synthetic preview

In production

Numbers, not adjectives.

+1.5%

Yield uplift

On a high-speed packaging line

−36%

Reaction time & scrap

Vs. rule-based monitoring

< 1 day

Setup

From camera install to first signal

24/7

Coverage

Every cycle, every shift

"We replaced a brittle rules-based system with Drift. By week two we were finding line slips we never had a name for. By month three we were adding lines."
Process Engineer · OEM partner

Where Drift runs

Built for the lines
that don't get to stop.

01

Beverage

High-speed bottle and can lines. Cascades, jams, fill checks at 60k+ bph.

02

Food

Tray packaging, cartoning, sealing. Orientation, count, and surface checks.

03

Metal forming

Press monitoring and bench setups. Cycle deviation, part presence, slip detection.

04

Personal care

Fillers, cappers, labelers. Closure integrity and label placement, every unit.

05

Packaging

Cartoners, palletizers, end-of-line. Stack stability, infeed health, throughput.

06

Specialty OEM

Custom machinery. Drift integrates with the cameras and PLCs already on the build.

Your line.
Smarter, by next week.

Show us a tough vision problem on your line. We'll show you what Neo does with it — often by next week.