Workers on a modern manufacturing floor between production lines.
Operational Truth Layer · Cost Control

Catch cost problems early. In time to act.

Takum flags overcharges and overruns the moment they show up.

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/ 01Where the number comes from

Every dollar traces back to something that happened.

Takum works out what the work should cost from what actually happened, then checks every charge against it. A vendor billing too much, or a job burning too many hours: same problem, same engine. No black box, every number shows its work.

Shape 1The overcharge · caught before payment
Decision · before payment
$0

held on one shipment receipt, before the invoice was paid. The vendor billed 320 pallets for a 240-pallet load and added an after-hours fee that didn't apply.

$4,800 held on one invoice. Run that across every vendor, site, and month.

Decision EngineLIVE
01
Operational truth · warehouse receipt
240 pallets · 40 dock hrs · arrived 2:00pm
✓ captured
02
Expected payable
(240 × $45) + (40 × $60) · from contract
$13,200
03
Vendor invoice
billed 320 pallets + $1,200 after-hours fee
$18,000
Decision · before payment
Hold $0
80 phantom pallets + an after-hours fee that didn't apply, caught before payment.
Shipment receipt · reconciliation2 of 3 lines flagged
$13,200 expected payable+$4,800 overbilled
Pallets handled
actual 240 · billed 320 × $45
+$3,600
Qty
240 (billed 320)
Rate
$45
Expected
$10,800
Billed
$14,400
Dock labor
40 hrs × $60
match
Qty
40 hrs
Rate
$60
Expected
$2,400
Billed
$2,400
After-hours surcharge
after-hours = work past 6:00pm; none recorded
contract: surcharge applies to work past 6:00pm · recorded: arrived 2:00pm, cleared before 6:00pm → does not apply
+$1,200
Qty
Rate
$1,200 flat
Expected
$0
Billed
$1,200
Total
Hold $4,800
Expected
$13,200
Billed
$18,000
Construction crews welding on a rebar deck beside a crane, mid-job.
One engine · Two kinds of cost problem

One engine. Overcharges and overruns.

Same logic, two shapes of the same problem. A vendor bills more than the work supports, an overcharge, caught before payment. A job burns hours faster than the standard allows, an overrun, caught while there's still a run to fix. Both ask the same question (what should this cost?) and answer it early enough to act. One bill or one work order, the engine reasons the same way.

Shape 2The overrun · caught while the job is open
Flag · while the run is open
~0 hrs

of overrun prevented on one open labor run. The burn crossed red on day 3 of a 320-hour job, and the flag went up while there was still a run to fix.

At the BLS average total compensation for construction ($50.93/hr, loaded), ~550 hours is ≈$28,000. Your own loaded rate gives the real figure.

Source: BLS Employer Costs for Employee Compensation, construction, total compensation per hour worked, December 2025.

Decision EngineLIVE
01
Operational truth · daily labor log
JOB-3140 · HVAC rough-in, Building C · crew hours land daily
✓ captured
02
Bid standard
from the estimate · margin line at 1.25× = 400 hrs
320 hrs
03
Burn rate vs. bid pace
hours burning faster than the bid supports · crossed red on day 3
day 3
Decision · while the run is open
Flag · day 3
Burn pace says this job blows past its bid, flagged while there's still a run to fix.
Meridian Build Group · JOB-3140 · labor run
flagged on day 3
Act 1 · Without Takum
the way it happened
OVER BID
Day
Day 12
Hours so far
960
Bid
320
20040060080010001.25× margin · 400 hrs320 hrs bidDay 1Day 3 · flagDay 6Day 9Day 12
on pacedriftingoverbid pacemargin (1.25× · 400 hrs)flag (day 3)due
day 12≈960 hrs · 3.0× bid, still open

The burn rate crosses into red by day 3 against the 320-hour bid. Nobody sees it. The job climbs to roughly 960 hours, 3.0× what the bid supports, and it's still open, bleeding margin.

Act 2 · With Takum
the way it could go
ON BID PACE
Day
Day 10
Hours so far
410
Bid
320
20040060080010001.25× margin · 400 hrs320 hrs bidDay 1Day 3 · flagDay 6Day 9Day 12day 3 · superintendent walks the sitere-sequences the crew, pulls the burn rate back
on pacedriftingoverbid pacemargin (1.25× · 400 hrs)flag (day 3)due
day 10≈410 hrs · lands on the margin line

Identical through day 3. This time the flag is up: the superintendent walks the site and re-sequences the crew, and within a week the burn is back to green. The hours before day 3 are already spent, so it still finishes over bid, but it lands on the 1.25× margin line at roughly 410 hours instead of blowing to 3.0×.

550 hours of overrun prevented (960410)

The path after the flag is a projection, not a replay. Prevented, not recovered: the hours before day 3 are gone. Multiply ~550 hours by your loaded labor rate for the figure that matters to you.

Aerial view of trucks lined up at distribution-center loading docks at dusk.
/ 02The real problem

Finance receives the invoice.
Operations owns the truth.

The job burns hours. The standard only finds out at close.

By the time a controller sees a bill, the work is long done, and the only record in the room is the vendor's own claim.

PO-matching tools reconcile claim against claim. Takum starts one step earlier, from operational truth, so the invoice is checked against what really happened.

/ 03How it works

What it should cost first. Then what's charged.

Most tools start at the claim and work backwards. Takum runs the chain the way the money actually works.

01

Capture what happened

Logs, station handoffs, and the events of each job stream in as the work happens. The ground truth a vendor can only claim.

02

Compute what it should cost

Truth meets the contract, or the bid standard, to produce the expected cost, before any claim is treated as the number.

03

Check what's charged against reality

Each line, an invoice line or a labor run, is compared to the expected cost. Every variance traces to the evidence and the gap.

04

Approve, hold, or dispute

A decision the controller can defend without anyone explaining it live, before the money leaves.

A modern automated assembly line running between rows of machinery.
/ 04Why Takum, not the team you have

It comes down to when you find out.

Your reconciliation team and your AP tools already check invoices. They check documents against documents. Takum checks the invoice against what physically happened.

Reconciliation / internal audit
Checks againstThe invoice vs. the PO: claim against claim
Catches itOften after payment, if at all
AP tools (Coupa, ERP match)
Checks againstDocuments against each other
Catches itAt invoice time
Takum
Checks againstThe invoice vs. what physically happened
Catches itBefore the money leaves
/ 05Where it fits

Takum sits under your finance stack, not in place of it.

We don't replace Coupa, your ERP, or the controller. PO and AP tools reconcile claim against claim; Takum supplies the missing input, operational truth, so the decision they support is grounded in what actually happened.

Controller · approvalDecides
the decision input · up
Takum · operational truthSupplies the missing input
work logs · in
the claim · in
The work · logs & events
What happened
Coupa / ERP · AP match
Reconciles
Built for the work you can't easily verify
TransportationConstructionManufacturingHealthcareHospitalityRetailReal EstateAviationTransportationConstructionManufacturingHealthcareHospitalityRetailReal EstateAviation
Operational truth in · payment decision out

Know what it should cost. While you can still act.