A benchmark exists to turn a standalone figure into a position. Three conditions turn it back into a number that argues for whatever the reader already believed.
01
Peers chosen for convenience
The comparison set gets drawn from the companies that publish figures. Availability decides the peer group, and availability correlates with company size and listing status.
The set closes before a larger private rival is counted.
The peer group flatters or punishes by accident.
02
A benchmark from stale data
Published figures arrive a year behind. A gap measured against them describes a market that has moved.
The comparison ages faster than the plan it informs.
A gap that closed last quarter still drives this quarter's spend.
03
A gap missing its cause
The number says a company sits eight points behind, and it ends there.
Three different problems produce the same gap.
The function that argues hardest sets the response.
Sena is the decision AI with access to real-world data. It draws the peer set from what buyers in each market paid, then measures the same thing for every player in it.
The set
The peer set, evidenced
Sena builds the comparison group from the players holding recorded category spend, so the set reflects the market a company competes in.
Private and listed players on the same basis.
Private label included where it carries volume.
One method
The same measure everywhere
Sena applies one definition and one period across every player in the set, so a gap reflects performance.
One method across the peer group.
Segment splits inside each market.
Audit
A benchmark that survives audit
Every gap arrives with the market, the period, and the capture behind it.
The cause reported alongside the gap, per market.
A challenged comparison gets substantiated in the room.
A benchmark holds up on two things: who made the peer set and whether every player in it was measured the same way.
01Who made the peer set.
02Whether every player in it was measured the same way.
Four inputs behind a benchmark
Sena measures every player in the set from four collected inputs, applied per market.
Receipts
What buyers paid across the peer set, which is the measure a benchmark compares.
Store captures
What each player prices and carries in a real outlet, with the market and date attached.
Geo-verified photos
Pack, price, and facing read off the image, so a coverage gap carries evidence.
Stated preference
Which player a buyer would move to, which separates a preference gap from a coverage one.
The team’s own numbers form a separate row. Point of sale, board decks, and exports connect through 250+ integrations, so own performance reads against the peer set.
Types of benchmarking
Four types get used, and they answer different questions.
Internal
One unit against another inside the same company. No, the evidence sits inside the company.
Competitive
Covered by Sena
Own performance against direct rivals in the same category.
Functional
One process against the same process elsewhere, across categories. No, the evidence sits inside the company.
Strategic
Covered by Sena
The whole position against the players holding the category, including how they got there.
Sena covers the second and fourth, since both need evidence about what buyers outside the company did.
Competitive benchmarking
Competitive benchmarking measures own performance against the direct rivals a buyer weighs. Sena draws that set from purchase and measures three things across it.
01
Share of recorded category spend
Counted per market and per segment, across every player in the set.
02
Price paid, advertised and transacted
Dated to the capture, so the price a buyer faced is the price in the comparison.
03
Coverage
Counted in the outlets those buyers use, rather than in a distribution file.
Reading all three together separates a price gap from a coverage gap, which is the distinction a single index figure loses.
Benchmarking analysis, per market
Benchmarking analysis breaks when one global figure carries twelve markets. Sena reports each market on its own and then together.
Widest gapThe market where a gap sits widest is named separately.
Own performance leadsThe market where own performance leads is reported alongside it.
Where a benchmark lands
Three moments carry the most weight: a board review, a capital allocation, and a target being set for the coming year.
Stated with causeThe gap stated with the cause behind it.
Named on its own lineThe market carrying most of the gap named on its own line.
What an index position leaves open
Three questions sit behind the number, and each one changes what a team should do about it.
01
Who made the set
A set drawn from whoever publishes results flatters or punishes by accident.
02
How old the figures are
Figures a year behind describe a market that has already moved.
03
What created the gap
A gap with no cause attached leaves the response to whichever function argues hardest.
Price, coverage and preference produce the same eight-point gap and argue for three different answers.
Real people share what they buy and prefer, under explicit consent. Sena captures it directly at the source, so every figure traces back to where it came from whenever a number comes under question.
Real people, real consent Zero-party data straight from the source Traceable and verifiable
Sena for benchmarking
Ask Sena the gap
Sena answers benchmarking questions from consumer data collected under explicit consent, then names the cause behind the gap.
Share gap · 3 markets
AP
We sit behind the category leader on share. Where does the gap come from?
Coverage in two markets and price in one. In the two, buyers who prefer our product bought the alternative because the outlets they use stocked the alternative instead. In the third, coverage matches and those buyers name price as the reason they switched. The two markets want reach, and the third wants a price answer.
Share gap: 3 markets
Basis: recorded purchase
Coverage gap
2 of 3Price gap
1 of 3Preference holds
all 3Outlets stocking rival
in those 2
4 sources · captures dated this cycleOpen the captures
Which outlets stock the alternative?How wide is the price gap there?Open the captures behind that reading.
Add data sourceCreate presentation
4 sources · captures dated this cycle · Open the captures ↗ · figures in this exchange are illustrative
Per marketThen together
Each market benchmarked alone
Sena measures the peer set in every market a team names, then reports them together, so a gap that is wide in one market and closed in the next arrives as two findings rather than one average.
One market at a time
The gapRead in context
Read the gap against demand
Sena places the gap beside recorded category demand for the same period, so a widening gap in a growing market reads differently from one in a flat market.
Gap beside demand
The basisOpens on request
Open a benchmark to source
Every comparison opens to the outlet, the market, and the date. Any figure in a board review opens to the purchases underneath it.
A comparison carries weight as far as the peer set and the method behind it
Sena builds every figure on this page from real-world signals captured when the question needs it, from what buyers paid across the peer set through to the dated capture a team opens when a gap gets challenged.
Consumer activity
Counts what buyers in each market paid across every player in the peer set, so a gap rests on money that changed hands.
Computer vision
Reads price, pack and facing off images captured in real stores, which supplies the coverage half of the comparison.
Zero-party data
Signal arrives from the consumer network under explicit consent. Every figure in the peer set comes from a person who agreed to share what they bought.
Connect the systems
Brings point of sale, board decks, and exports in through 250+ integrations, so own performance reads against the peer set.
Trace every answer
Each gap carries the market, the date, and the capture forward, so a comparison opens to the purchases underneath it.
From files to databases
Turns scattered benchmark files, exports and spreadsheets into one queryable base, so a comparison draws on every cycle the team has filed.
The walkthrough draws the peer set from purchase in three markets, measures every player the same way, and traces any gap to the capture behind it while the team watches.
What a walkthrough covers
01A peer set drawn from recorded spend, beside the one currently tracked
02Share, price, and coverage measured across every player on one method
03Each gap separated into price, coverage and preference, per market
04The dated capture behind any comparison worth tracing
Talk to the Rwazi team
Tell us the category and the markets, and we will draw the set.
FAQ
Benchmarking questions
01 What is strategic benchmarking?
Strategic benchmarking compares a company's whole position against the players holding its category, including how they reached it. It sits above process comparison, which measures one activity at a time. Sena builds it from what buyers in each market paid across the peer set, so the comparison rests on purchase and every gap opens to its source.
02 What is benchmarking in business?
Benchmarking in business measures own performance against a reference point, either another part of the company or an outside player. Its value depends on two choices: who enters the comparison set, and whether every member gets measured the same way. Both are usually settled by which figures happen to be available.
03 What is competitive benchmarking?
It measures own performance against the rivals a buyer actively weighs, which a maintained competitor list is a poor substitute for. Sena draws that set from recorded purchase and measures three things across it: share of recorded category spend, price paid, and coverage in the outlets buyers use. Reading all three together separates a price gap from a coverage gap.
04 What are the four types of benchmarking?
Internal compares one unit against another inside the same company. Competitive compares against direct rivals in the same category. Functional compares one process against the same process elsewhere. Strategic compares the whole position against the players holding the category. Sena covers the competitive and strategic types, since both need evidence from outside the company.
05 What is benchmarking analysis?
Benchmarking analysis measures the gap between own performance and a reference point, then explains it. The explanation carries the value. A share gap can come from price, from coverage or from preference, and each argues for a different response. Sena separates the three, market by market.
06 Why is benchmarking important?
A standalone figure needs a reference point. Revenue growth of four percent reads as strong in a flat category and weak in one growing at ten. Benchmarking turns the figure into a position. The comparison holds only where the peer set matches the market and every member gets measured the same way.
07 How can benchmarking improve performance?
By naming what created a gap, ahead of measuring how wide it is. A coverage gap argues for reach, a price gap for a pricing answer, and a preference gap for the product or the message. Sena reports which one applies in each market, so the response matches what created the difference there.
08 What is a strategic benchmark?
A strategic benchmark is the reference position a company measures itself against at board level, covering share, price and reach together. It differs from an operational metric in scope and in cadence. It gets set once a cycle and it drives capital, so the peer set behind it carries real weight.
09 What data does Sena use to benchmark a category?
Zero-party data, shared directly and on purpose by people in that market, drawn from a 5M+ consumer network under explicit consent, across 190+ countries. Sena sets it beside store captures from real outlets, which supply the coverage half, then beside the team's own point of sale through 250+ integrations.