16Twenty Consulting · P.A.G.E. in Performance

Three problems, conducted.

How the agent ensemble runs SCALE across compounding pharmacy, medical device, and cold-chain 3PL.
Representative scenarios · fictional companies · illustrative figures modeled on real 16Twenty problem patterns — not client results.
Compounding Pharmacy · 503A Sterile

"We don't trust our own numbers."

Meridian Compounding Labs · ~$60M revenue · multi-state · scaled faster than its systems
Representative scenario
The brief

Meridian grew into a multi-site 503A operation, but the warehouse system and the shelf stopped agreeing. Record-vs-reality drift meant buyers over-ordered to feel safe, APIs and components expired in place, and every cGMP audit became a reconciliation scramble. Cash was trapped on the shelf.

What it was costing
82%
inventory record accuracy (system vs. count)
$2.1M
working capital trapped in safety overstock
$310K
annual expiry write-offs (APIs & components)
High
cGMP audit exposure from reconciliation gaps
The two ways to solve it

Conventional bench

10–12 wks

A 5–6 person team running manual cycle counts and spreadsheet reconciliation, site by site, in sequence.

P.A.G.E. conducts

~2.5 wks

Inventory-accuracy, expiry/lot, working-capital, cGMP-doc, and KPI agents play at once — across all sites in parallel.

Conducted in parallel
SCALE phases playing concurrentlytotal ~14 days
SStabilize
reconcile top-value SKUs
CClarify
record-vs-reality map
AAlign
min/max → demand
LLeverage
cycle-count cadence
EExecute
accuracy KPI + governance
Overlapping bars are the point: the conductor runs the sections together, not one after another.
Representative outcome
98%
record accuracy, audit-ready
$1.8M
working capital released
$240K
annual expiry write-offs cut
Standing
reconciliation cadence + dashboard
Same diagnostic a bench would run — but the numbers, the cash, and the audit story were fixed in under three weeks.
Medical Device · Class II

"Sales, ops, and finance aren't on the same plan."

Calibr8 Medical · ~$120M revenue · contract-manufactured · launching 3 new SKUs
Representative scenario
The brief

Calibr8 was launching three devices into a plan nobody shared. Sales forecast one number, ops built to another, finance saw a third. The hero SKU stocked out while tail SKUs piled up, component lead-times swung without warning, and launches slipped because no rhythm tied the functions together.

What it was costing
68%
forecast accuracy
91%
hero-SKU in-stock — lost orders
$3.4M
overstock locked in tail SKUs
6–8 wks
launch slippage on new devices
The two ways to solve it

Conventional bench

12+ wks

A planning consultant plus a change-management team stand up SIOP through sequential workshops.

P.A.G.E. conducts

~3 wks

Demand-plan, supply-risk, finance-reconciliation, and SIOP-cadence agents build the one plan together.

Conducted in parallel
SCALE phases playing concurrentlytotal ~16 days
SStabilize
triage hero-SKU
CClarify
unify the demand signal
AAlign
build the SIOP plan
LLeverage
stat forecast + dual-source
EExecute
monthly cadence + exec dashboard
Demand, supply, and finance sections rehearse at the same time — so the plan is one piece by the readout.
Representative outcome
+18 pts
forecast accuracy (68% → 86%)
99%
hero-SKU in-stock
On time
launches back on schedule
$2.6M
tail overstock unwound
One demand signal, one plan, one operating rhythm — installed in three weeks instead of a quarter.
3PL · Cold-Chain Distribution

"We spend too much and can't see why."

Northbound Cold Logistics · ~$90M revenue · temperature-controlled · multi-DC
Representative scenario
The brief

Northbound's margins were thinning and nobody could point to where. Overnight freight was the default even when a 2-day lane held temperature, packaging was over-engineered for the actual transit window, and $18M of annual freight spend had no lane-, carrier-, or temp-tier visibility.

What it was costing
58%
volume on overnight (much of it unneeded)
$11
packaging cost per parcel, over-spec'd
$18M
annual freight spend, no visibility
−3 pts
gross margin, year over year
The two ways to solve it

Conventional bench

~10 wks

A procurement consultant and a logistics analyst pull data, build a spend model, then renegotiate.

P.A.G.E. conducts

~2.5 wks

Spend/lane, packaging-spec, carrier-mix, rate-signal, and KPI agents analyze and model concurrently.

Conducted in parallel
SCALE phases playing concurrentlytotal ~14 days
SStabilize
stop premium-freight bleed
CClarify
spend cube: lane/carrier/temp
AAlign
service tier → customer SLA
LLeverage
packaging redesign + carrier renegotiation
EExecute
freight KPI + governance
The spend cube and the packaging redesign run together — the renegotiation starts before the analysis "finishes."
Representative outcome
~40%
volume shifted overnight → 2-day
$2.1M
annualized freight savings
18→48h
packaging temp-hold extended, cost down
Full
spend visibility by lane & carrier
The savings paid for the engagement many times over — and the freight spend is now governed, not guessed.
Run this against your own numbers

Your operation has its own version of these.

Book a 30-minute discovery call and we'll talk through where your supply chain is bleeding — and what a Stability Diagnostic engagement would scope to fix it.

Book a discovery call → aaron@16twentyconsulting.com