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Category and portfolio teams

Plan SKU rationalization around where the volume goes

Your BI ranks the bottom of the portfolio in a minute. Sena estimates where each SKU’s volume lands if you cut it, then phases the list so the safe cuts go first.

Backed by NVIDIA Inception, Techstars, and Plug and Play. Every volume estimate carries the historical pattern it was built from, so finance can audit the model before the portfolio changes. A multi-step QA flow checks each signal before it becomes a decision.
The problem

Everyone agrees the portfolio is too long. Nobody can say where the volume goes if you cut it.

What Sena decides

Which SKUs to cut first, which to hold and watch, and which to protect despite thin economics.

Industries

FMCGBeveragesSnack FoodsPersonal CarePharmaceuticals

Powered by

Sena, the Decision AI from Rwazi.

Decision AI with access to real-world data

The problem

Every large portfolio carries a rationalization list. Most of those lists sit where they were written.

The case for cutting is easy to make

The bottom of the portfolio earns little and costs plenty: changeovers, inventory carried, forecast error, and shelf space that could hold something faster. Supply chain makes this case every year, with numbers.

The case against cutting is easy to make too

Nobody can say where the volume goes. It may move to your next SKU, which is a saving. It may move to a competitor, which is a loss. It may leave the category with the shopper, which is a bigger one. The three look identical in your own data until one of them happens.

So the list stays a list

The portfolio keeps its complexity, and the cut that would have paid sits alongside the cut that would have cost, both untouched. Standing still is a decision, and it is the one being taken by default.

THE BOTTOM EARNS LITTLE, COSTS PLENTY CHANGEOVERS INVENTORY CARRIED FORECAST ERROR SHELF SPACE SUPPLY CHAIN MAKES THIS CASE EVERY YEAR. NOBODY CAN SAY WHERE THE VOLUME GOES CUT YOUR NEXT SKU · SAVING A COMPETITOR · LOSS LEAVES THE CATEGORY THREE LOOK IDENTICAL UNTIL ONE HAPPENS.
How it works

How Sena runs SKU rationalization

01
CATEGORY BRAND ABRAND B BY TERRITORY AND CHANNEL

Map the portfolio

Upload the full SKU catalogue with revenue, margin, volume and cost by territory and channel, plus the product hierarchy. Sena reads your ERP exports and your CSVs.

02
BRAND ABRAND B WEAK ON SEVERALDUPLICATES A NEIGHBOUR

Shortlist the candidates

Sena flags SKUs that underperform on several dimensions at once, and separately flags the ones that look healthy alone while duplicating a neighbour in the range.

03
CANDIDATE YOUR RANGE52% COMPETITORS33% CATEGORY EXIT15%

Follow the volume

For each candidate Sena estimates where the volume lands: onto your other SKUs, onto a competitor, or out of the category. It also reads who is likely to take the shelf space you give back.

04
IF THIS SKU GOES: STAY 71% LEAVE 29% THE ASSUMPTION, MEASURED

Validate with consumers

Commission a read on whether shoppers would accept the substitution or leave the brand, which is the assumption every model of this kind rests on.

05
CUT NOW HOLD PROTECT PROTECT: A ROLE THEIR ECONOMICS HIDE

Phase the plan

Sena returns three lists: cut now, hold and watch, and protect. The protect list names the SKUs earning their place through a portfolio role their own economics hide.

See where the volume goes before the portfolio changes

See how Sena models a cut →
Industries served

Industries and Rwazi capabilities involved

FMCGBeverages & BottlingSnack FoodsPersonal Care & BeautyPharmaceuticals

Flavour, format and pack-size proliferation drives most portfolio length in these categories, so the duplication test in step 2 usually finds more than the margin ranking does.

Check out Rwazi and Sena capabilities

CapabilityRole in this use case
Sena (Decision AI)Core engine. It maps the portfolio, shortlists candidates, estimates where volume moves, prices the complexity saving against the volume risk, and returns the phased plan.
Sena Connect and IntegrationsCore. Brings in the SKU catalogue and its financials, the product hierarchy, store coverage by SKU, and your supply chain cost data, by CSV or Excel upload.
Sena Consumer ActivityValidation. Commission a read on whether shoppers would move to your alternative or leave the brand, which turns the substitution assumption into a measured one.
Sena Computer VisionShelf reality. Read what sits on the shelf today, so the space a cut releases can be estimated from the current competitive set, where a model alone would assume it.

The model runs on your own catalogue. The two reads exist because the riskiest number in it, where the volume goes, lives with shoppers and on the shelf.

The gap

Where the volume goes

01

What your BI already does

THE BOTTOM, OBVIOUS IN A MINUTE

It ranks every SKU by revenue, margin and volume, and the bottom of the list is obvious within a minute.

02

What Sena adds

YOUR RANGECOMPETITORSCATEGORY EXIT PRICED AGAINST THE SAVING

The destination for each candidate’s volume, split across your own range, your competitors, and the category exit, with the complexity saving priced against it.

03

What you can add

TWO ASSUMPTIONS, MEASURED

A consumer read on the substitution and a shelf read on the space, so the two softest assumptions in the model become measurements.

Ask Sena

SENA
Recent
Bottom tail · cut impact
SKU 118 · volume destination
Phased plan · 3 waves

Data connected 3/4

✓SKU catalogue
✓Margin by SKU
✓Product hierarchy
Shelf read
SKUs 640 Territories 9 Channels 4
Show me the SKUs in the bottom tenth by margin and the bottom fifth by volume. What is the estimated impact of cutting all of them?

Sena

Thirty-eight SKUs sit in both tails. Cutting all of them saves an estimated $1.2M in complexity cost, against $0.9M of revenue that leaves the brand.
Complexity saved
$1.2M Revenue at risk
$0.9M Net effect
+$0.3M
Traced to SKU margin + volume destination model52 wk
Show SKU 118 by channel Model wave one only
SKU catalogue.csv Hierarchy

Illustrative interface. Numbers are an example, not a Rwazi result.

Who uses it

Roles and functions

Portfolio and brand strategy

The core user. Lead the rationalization with an evidence-backed cut list, a hold list, and a protect list.

Strategy solutions →

Supply chain

The main beneficiary. Fewer SKUs means fewer changeovers, less inventory carried, and tighter forecasts, and this puts a number on each.

Finance and FP&A

Model the scenarios and build the business case, with the volume risk priced as a line of its own.

Commercial and sales

See the territory-level effect before it lands, and prepare the assortment conversation with each retailer.

Sales solutions →

Category management

Protect category performance through the change, so freed shelf space returns to you ahead of a competitor.

Why teams trust Sena

01

Get decision-ready answers fast

A demo takes about 20 minutes. For most use cases, the first decisions land days after kickoff.

02

Every volume estimate names its destination

The model splits each candidate’s volume across your own range, your competitors, and the category exit, so a saving and a loss stop looking alike.

03

The protect list is as specific as the cut list

Sena names the SKUs to keep despite thin economics, which is the half of rationalization most exercises leave to instinct.

20-min live walkthrough

Talk to Sena about the rationalization list that has been waiting for a number

Tell us the decision you are weighing, and we will bring the market read to the conversation.

Watch a live demo of Sena Decision AI
See this use case run on a market like yours
Get the questions from your own team answered

Start from your own question

Bring the decision in front of you and we will run the first read against it on the call.

Talk to the Rwazi team

FAQs

01 What is SKU rationalization?
SKU rationalization is the work of deciding which products to keep, cut, or reposition so the portfolio earns more with fewer lines. The standard SKU rationalization definition covers the review, the decision, and the phased removal, and the SKU rationalization meaning extends past the cut itself to what replaces the volume. Teams asking what does SKU rationalization mean in practice usually find it is two lists: what goes, and what gets protected.
02 What is the SKU rationalization process?
The SKU rationalization process runs in five moves: map the catalogue with its financials, shortlist candidates on several dimensions at once, estimate where each candidate’s volume goes, validate the substitution with shoppers, then phase the removals by risk. A product SKU rationalization process adds the hierarchy, so duplication between formats and pack sizes surfaces alongside weak performance. SKU rationalization methodology and SKU rationalization methods vary mostly in how the volume question gets answered, which is the part that decides whether the exercise pays.
03 What is a SKU rationalization analysis?
A SKU rationalization analysis scores every SKU on margin, volume, growth, store coverage, and its role inside the range, then models the effect of removing each one. Retail SKU rationalization adds the space question, since a line cut in store releases shelf that a competitor may take. SKU rationalization analytics report the result per territory, because the same SKU often earns its place in one market and none in the next.
04 What metrics does SKU rationalization use?
The core SKU rationalization metrics are revenue and margin per SKU, volume trend, store coverage, contribution after complexity cost, and the share of category volume the SKU holds. A single SKU rationalization formula stays out of reach, and the closest thing to one is contribution margin per unit of complexity: what the line earns set against what it costs to carry. ABC analysis ranks the catalogue into tiers as a first pass, and it works better as a filter than as the decision.
05 Does the 80/20 rule apply to SKU rationalization?
Partly. The SKU rationalization 80/20 rule says a small share of SKUs produces most of the revenue, which is usually true and rarely sufficient. 80/20 SKU rationalization treats the tail as removable by definition, and the tail is where entry-point products, competitive blockers, and range credibility also sit. Use it to build the shortlist and something better to make the decision.
06 What are the benefits of SKU rationalization?
SKU rationalization benefits split into two pools. The operational pool is concrete: SKU rationalization inventory cost reduction, fewer changeovers, tighter forecasts, and less write-off. The commercial pool is where the risk lives, because a shorter range concentrates demand only where shoppers move across, and disperses it where they move away. Teams asking why should my business do SKU rationalization usually have the first pool measured already and the second one open, and the benefits of SKU rationalization are net of it.
07 Is there a SKU rationalization framework?
Most SKU rationalization framework designs share three stages: classify the portfolio, model the removal, phase the execution. The SKU rationalization best practices that separate a good exercise from a stalled one are narrower than that: build the protect list at the same time as the cut list, model where volume goes before agreeing the target, phase by risk ahead of size, and measure a full cycle after each phase before starting the next.
08 Is there a SKU rationalization template?
A SKU rationalization template is useful for the classification stage and stops at the modelling stage. A SKU rationalization excel template can hold the catalogue, the tiers, and the ranking, and the volume question sits beyond it, because that needs substitution patterns and competitive context from outside the file. Most teams keep the template for the review and bring the volume question somewhere else.
09 Can you give a SKU rationalization example?
A common SKU rationalization example is a flavour range where three variants sell thinly and one of the three is the only line stocked by a whole channel. Cutting all three looks identical on margin and produces two different outcomes. An example of SKU rationalization done well separates them before the decision, and SKU rationalization examples retail teams cite most often turn on space ahead of margin, since the freed shelf comes back to you only when somebody claims it. Any SKU rationalization case study worth reading reports what happened to the volume as well as what was removed.
10 Do I need consultants for SKU rationalization?
Consultants earn their place on the organisational half: running the review, aligning the functions, and holding the decision. How consultants support SKU rationalization is mostly process design and facilitation. The measurement half runs continuously and belongs in a platform, which is why teams comparing top companies in SKU rationalization platforms tend to sort on whether the volume destination is modelled or assumed. An AI assortment planning platform covering SKU rationalization inventory costs answers the operational pool well, and the commercial pool needs shopper and shelf evidence alongside it.