Friday, 31 July 2026

Tadkee on Amazon: a teardown — one listing holds 24 of your 59 keywords

01 / 12
TADKEE

One listing holds 24 of your
59 keywords
. The other 19
share what is left.

A tunic-and-top brand with a working formula on a single listing — and almost no keyword depth behind anything else.

A growth-opportunity map for one of India's fast-moving women's kurtas, tunics & tops brands. Our estimate: roughly ₹8L/month of incremental Amazon GMV is sitting inside listings the brand already owns.

A Powerlaw category teardown · TADKEE
Est. Amazon GMV
₹10L/mo
our estimate · Base case
Live catalog
200
SKUs · 42 ranked
Best rank
top-seller band
category BSR
Untapped upside
₹8L / mo
our estimate · from existing listings
Executive Highlight · 30-second read
  • 1You have one listing that works. — a linen tunic holding 24 of the brand's 59 keywords.
  • 2It has never been repeated. — every other listing holds eight keywords or fewer.
  • 3158 of 200 listings report no sales. — the range exists but cannot be found.
  • 4The one compounding move: — copy the winning listing's keyword structure across the range.
  • 5The lesson: in a copyable category, rank and reviews are the moat — not the product.
Scroll for the 12-page breakdown · or jump to the 90-day plan.
02Business fundamentals — the real GMV & momentumData
03Catalog architecture — what is switched onData
04Hero & variant audit — where the rank livesData
05Competitive landscape — the category ladderDirectional
06Off-Amazon flywheel — brand demand engineTo map
07Demand & the 7-day rank pulseData
08The 90-day planPlan
09Financial scenariosModel
10Risk registerFlags
11Honest disclosure — confidence & scopeCandid
12The playbook — a 90-day catalog activationPlaybook
Powerlaw · powerlaw.in
02 / 12
Business fundamentals

What the numbers actually say

The headline is healthy. The structure underneath it is where the opportunity and the fragility both sit.

Est. Amazon GMV
₹10L/mo
our estimate · range ₹9-12L
Est. units / mo
~3.0K
category-weighted
Blended AOV
₹568
across ranked SKUs
Avg catalog rank
1,303
across 42 ranked SKUs

7-day brand-wide rank pulse. Bars below the line = rank improving (more sales); above = rank slipping.

SignalRead
Best SKU ranktop-seller band strong
Ranked SKUs42 / 200
Revenue from Kurtas & Kurtis77.4%
Avg rank across ranked SKUs1,303
Rank-slip days flagged this week1
Category footprintWomen's Kurtas, Tunics & Tops

Rank and price are read directly and stated flatly. GMV and units are our estimates.

The math of waiting. This brand has already proved what works: a linen tunic listing carrying 24 of the brand's 59 indexed keywords and ₹99.8K a month on its own. The problem is that the formula was never repeated — every other indexed listing holds eight keywords or fewer, several hold one, and 158 of 200 report no sales at all. Our estimate is ₹3L/month of incremental GMV available simply by applying a structure the brand already owns.
Powerlaw · powerlaw.in
03 / 12
Catalog architecture

What is switched on — and what isn't

A catalog is only an asset once Amazon can see it. This is where the listings actually stand.

Listing count by category. Size of range does not track revenue — that gap is the opportunity.

Revenue concentration. The more concentrated, the more a single suppression or stock-out threatens the whole business.

CategorySKUsRev shareRead
Kurtas & Kurtis14377.4%Core range — 2.5K units/mo
T-Shirts1514.9%Best revenue-per-listing in the catalog
Shirts267.7%Third range, thin
Blouses60%Unranked
Button-Down Shirts60%Unranked
Clothing Sets20%Single-digit range

143 kurta listings carry 77.4% of revenue while 15 t-shirt listings carry 14.9% — the t-shirt range is the most efficient thing in the catalog per listing.

Today → 90 days. The job is not to add SKUs. It is to index, consolidate and rank what already exists, then let the winners take budget.
Powerlaw · powerlaw.in
04 / 12
Hero & variant audit

Where the rank actually lives

Every listing that carries live rank, what it earns, and which direction it is moving.

SKU (ASIN)PriceRank30D90DRole
Linen Solid Regular-Fit Tunic Top B0F4CN3BQR₹568top seller24 kw-200 units/mo · ₹99.8K/mo
Long Top B0F4CP2S87₹568-8 kw-Distant second
Tunic B0F4D2VLFK₹568-4 kw-Thin coverage
Short Kurti B0DPHCBM35₹568-3 kw-Thin coverage
Flared Tunic B0FHGYQQS6₹568-2 kw-Near-invisible
15 further listings B0DPHCRQF1--1-2 kw-Effectively unfindable

Indexed keywords per listing. A listing indexed for one keyword is invisible on everything else — this is the cheapest gap in the catalog to close.

Total indexed keywords
59
across 20 listings that carry any
Best-indexed listing
24
keywords on a single listing
Head-term reach
Mid-volume, very shallow
best term ~14,781; second listing has only 8
What the keyword picture says. The distribution here is the sharpest in the set: one listing carries 24 keywords and every other listing carries eight or fewer, with several on one or two. The terms themselves are decent mid-volume tunic and top searches. So the formula works — it has simply never been repeated. Fifteen listings sit on a handful of keywords each while 158 report no sales at all.
Rank leverTodayTarget — 90 days
Browse-node consolidationSplit across nodesOne authoritative node
Variant familiesColours/sizes splitSingle parent, all children
Ranked SKU count42 of 200Materially more listings earning
Hero rank bandtop-seller bandHeld through Q4 peak
Review velocityPassivePost-purchase flow live
Accessory attachUnlinkedCross-listed on every parent
Highest-ROI single fix. Take the linen tunic's keyword structure — the one listing carrying 24 terms — and apply it across the range. The brand already knows what a working listing looks like; it has simply built one.
Powerlaw · powerlaw.in
05 / 12
Competitive landscape · directional

The category ladder

Named competitor benchmarking was out of scope for this pass, so this is the structural read of the ladder this brand sits on — to be sharpened with live pulls in a pilot.

Price against category authority. Where a brand sits determines who can attack it and from which direction.

The moat you have
A genuine rank position at top-seller band in a high-traffic band. Hard to dislodge if actively defended.
The soft underbelly
Only 42 of 200 listings rank. A focused competitor with a handful of well-fed listings can out-index breadth.
The clone risk
This category is easy to copy. Defensibility is rank plus reviews plus brand recall — not the product itself.
The authority play
Own the category head term and the rung above your hero before a competitor claims the ground you are not defending.
The math of waiting. Tunics and tops turn on trend and are trivially copied, so the only durable advantage is being indexed and reviewed on the terms shoppers use. With a single listing carrying the brand's keyword weight, one competitor targeting those same tunic terms can displace the brand's visibility in a single season — and reviews accumulated against you are not quickly undone.
Powerlaw · powerlaw.in
06 / 12
Off-Amazon flywheel · to map

The demand engine feeding Amazon

This pass was scoped to Amazon data, so the off-Amazon flywheel is mapped as a checklist of what to instrument — each one lifts Amazon conversion when switched on.

D2C site
To map
A demo funnel lowers Amazon CAC on a considered purchase.
Instagram
To map
This category lives on parent-facing Reels; handle and cadence to capture.
Meta ads
To map
Video-first demos are the category's cheapest demand source.
Review velocity
To wire
Post-purchase flow on the installed base is the fastest review lever.
Seasonality
Q3→Q4
Birthday and Diwali gifting is the peak — why the 90-day window matters.
Accessory loop
Latent
Spares and add-ons are a retention engine on every unit sold.
Strategic implication. Tops and tunics are browsed visually and bought on fit and fabric. The brands that compound turn one proven listing into a template, then repeat it, so every new listing launches already indexed rather than starting from zero.
Powerlaw · powerlaw.in
07 / 12
Demand & the 7-day rank pulse

Reading this week's signal

The weekly pulse is the earliest warning system available. Here is what it flagged.

Spike day
Jul 26
BSR −8% vs 7-day avg
Ranked SKUs
10
with a live daily rank signal
Movers this week30D trendWhat it means
Linen tunic topthe one that worksRank improving — fund it
T-Shirtsbest rev/listingRank improving — fund it
A-line termsmid volumeRank improving — fund it
Tunic demandreal categoryRank improving — fund it
19 listings8 or fewer keywordsLosing ground — triage
158 listingsno reported salesLosing ground — triage
Blouses/Button-downsunrankedLosing ground — triage
Shirts26 SKUs, 7.7%Losing ground — triage
The read. The pulse separates what is working from what is merely present. Fund the climbers, triage the decliners, and stop spreading attention evenly across a catalog that is not performing evenly.
Powerlaw · powerlaw.in
08 / 12
The 90-day plan

Switch the catalog on, then defend it

Four phases, 21 days each. Sequenced so the free rank gains land first and paid demand only turns on once listings can convert it.

The math of waiting · Phase 1. Phase 1 costs nothing but listing work: take the keyword structure that already works and apply it across the range. Every week it waits is a week of demand routed to competitors. We estimate delay costs on the order of ₹0.8L/week of incremental GMV.
Phase 1 · Days 0-21 · Foundation

Consolidate & index

  • Merge fragmented browse nodes into one authoritative node
  • Roll colour and size variants into single parent families
  • Fix mis-tagged and stranded listings
  • Cross-list accessories and spares on every parent
Phase 2 · Days 22-42 · Review velocity

Rescue and reinforce

  • Post-purchase review flow on the installed base
  • Prioritise the highest-margin listings for review acceleration
  • Rebuild the weakest high-value listings (title, images, A+)
  • Triage the declining tail before it drags brand rank
Phase 3 · Days 43-63 · Demand capture

Turn on the demand loop

  • 2 demo Reels per week; retire the bottom quartile weekly
  • Drive branded search to the consolidated hero listings
  • Fund the proven climbers with dedicated budget
  • Concentration discipline on the hero keyword set before peak
Phase 4 · Days 64-90 · Lock-in

Own the season

  • Hold hero rank through the gifting peak
  • Convert the strongest dormant listings into a second ranked line
  • Lock the premium rung with a review lead
  • Instrument the pulse as a weekly exception-management routine
Powerlaw · powerlaw.in
09 / 12
Financial scenarios

What switching the catalog on is worth

The upside is almost entirely activation of listings that already exist — not new products, not new categories.

Estimated Amazon GMV per month at Day 90 by scenario, against today's baseline. Our estimates.

Conservative
₹14L
The winning formula copied across the top 20. +₹4L/mo.
Base
₹18L
+ the 158 non-selling listings indexed. +₹8L/mo.
Aggressive
₹24L
+ tops and t-shirt ranges scaled through festive. +₹14L/mo.
Investment lineConservativeBaseAggressive
Listing / variant consolidationone-timeone-timeone-time
Listing rebuildscoreextendedfull
Review accelerationlowmedmed
Amazon ads / molightmoderatefull
Meta demand / momoderatefull
Creative (Reels)1/wk2/wk3/wk
Implied blended ROAS~5.5×~5×~4.5×
Base-case read. Getting to ₹18L/mo requires no new design — it requires repeating a listing structure the brand has already proved works.
Powerlaw · powerlaw.in
10 / 12
Risk register

What could break this

Ranked by what would hurt most, with the phase that mitigates each.

RiskSevMitigation
One listing holds 41% of all indexed keywordsHighPhase 1: replicate its keyword structure across the range
158 of 200 listings report no salesHighPhase 1-2: index the dark catalog
19 of 20 indexed listings hold 8 keywords or fewerHighPhase 2: deepen coverage listing by listing
Tunics and tops are trend-sensitive and easily copiedMedPhase 3: build rank and review depth on the winner
₹568 AOV limits ad-funded growthMedPhase 2: mix toward the higher-AOV shirt range
Festive and seasonal peaks approachingHighComplete Phases 1-3 before the ramp
Blouses and button-downs stranded unrankedLowPhase 4: rank or retire them
The math of waiting · compounded. The top three risks compound: total dependence on one indexed listing, a near-invisible remainder, and a trend-led category where copying is cheap — heading into seasonal peaks. Replicating the winning structure now is free; buying that visibility later is our estimate roughly 3x more expensive.
Powerlaw · powerlaw.in
11 / 12
Honest disclosure

What we're confident in — and what we're not

You should be able to tell a measured read from a modelled one at a glance.

ClaimOur estimateConfidence
Catalog size & category split200 SKUsHigh
Ranked SKU count & best rank42 · top-seller bandHigh
30D/90D rank trends per SKUas listedHigh
Revenue concentration77.4%Medium
Monthly Amazon GMV₹10L (₹9-12L)Medium
90-day scenario GMV₹14L-₹24LMedium
Competitor positionsstructuralDirectional
Off-Amazon flywheelto mapDirectional
What sharpens in a pilot
Live competitor pulls with named brands and review velocity, the D2C and social read, per-SKU review counts, and Seller-Central-level unit economics.
What we deliberately didn't estimate
Review sentiment, return rates and named-competitor numbers — this pass was scoped to Amazon rank and sales data only, by design.
Powerlaw · powerlaw.in
12 / 12
The playbook

What a 90-day catalog activation looks like

One brand, one category, one focus: turn a catalog that exists into a catalog that earns.

WorkstreamOutcome by Day 90
Catalog & node consolidationOne authoritative node; variants in single families
Hero defenseTop listings held in their current rank band through Q4
Dormant listing activationThe unranked catalog indexed and earning
Climber scale-upFast-rising SKUs given budget and inventory
Review velocity enginePost-purchase flow live on the installed base
Demand loop2 demo Reels/week feeding branded search into Diwali
The takeaway for any catalog brand. One listing that works is a template, not a fluke. The growth is in repeating it across a range that is already built.

If you're solving this on Amazon — find us at powerlaw.in.

We take one brand per category and grow it on incremental GMV.

Powerlaw · powerlaw.in

Fiorra on Amazon: a teardown — the best AOV in the category, and 172 listings earning nothing

01 / 12
FIORRA

The highest AOV in your
category — and 172 listings
that report no sales.

₹878 AOV with a salwar range at ₹2.1K, real head-term indexing, and a catalog where only 28 of 200 listings earn.

A growth-opportunity map for one of India's fast-moving women's kurtas & kurtis brands. Our estimate: roughly ₹12L/month of incremental Amazon GMV is sitting inside listings the brand already owns.

A Powerlaw category teardown · FIORRA
Est. Amazon GMV
₹18L/mo
our estimate · Base case
Live catalog
200
SKUs · 28 ranked
Best rank
top-seller band
category BSR
Untapped upside
₹12L / mo
our estimate · from existing listings
Executive Highlight · 30-second read
  • 1Best AOV in this category set. — ₹878 blended, with a salwar range at ₹2.1K.
  • 2Real head-term indexing already. — 'full sleeve kurti' sits around 9,955 in search volume.
  • 3But 172 of 200 listings earn nothing. — including a 56-listing trouser range with no sales.
  • 4The one compounding move: — index the dark listings and scale the ₹2.1K salwar range.
  • 5The lesson: in a copyable category, rank and reviews are the moat — not the product.
Scroll for the 12-page breakdown · or jump to the 90-day plan.
02Business fundamentals — the real GMV & momentumData
03Catalog architecture — what is switched onData
04Hero & variant audit — where the rank livesData
05Competitive landscape — the category ladderDirectional
06Off-Amazon flywheel — brand demand engineTo map
07Demand & the 7-day rank pulseData
08The 90-day planPlan
09Financial scenariosModel
10Risk registerFlags
11Honest disclosure — confidence & scopeCandid
12The playbook — a 90-day catalog activationPlaybook
Powerlaw · powerlaw.in
02 / 12
Business fundamentals

What the numbers actually say

The headline is healthy. The structure underneath it is where the opportunity and the fragility both sit.

Est. Amazon GMV
₹18L/mo
our estimate · range ₹16-21L
Est. units / mo
~2.1K
category-weighted
Blended AOV
₹878
across ranked SKUs
Avg catalog rank
5,180
across 28 ranked SKUs

7-day brand-wide rank pulse. Bars below the line = rank improving (more sales); above = rank slipping.

SignalRead
Best SKU ranktop-seller band strong
Ranked SKUs28 / 200
Revenue from Kurtas & Kurtis82.5%
Avg rank across ranked SKUs5,180
Rank-slip days flagged this week1
Category footprintWomen's Kurtas & Kurtis

Rank and price are read directly and stated flatly. GMV and units are our estimates.

The math of waiting. This brand has the two things hardest to build: a ₹878 AOV in a category that mostly sells at ₹500-760, and genuine mid-volume keyword coverage. What it lacks is breadth of earning listings — 172 of 200 report no sales, including a 56-listing trouser range returning nothing. Only 28 listings carry the whole business. Our estimate is ₹5L/month of incremental GMV sitting in listings that already exist and simply are not indexed.
Powerlaw · powerlaw.in
03 / 12
Catalog architecture

What is switched on — and what isn't

A catalog is only an asset once Amazon can see it. This is where the listings actually stand.

Listing count by category. Size of range does not track revenue — that gap is the opportunity.

Revenue concentration. The more concentrated, the more a single suppression or stock-out threatens the whole business.

CategorySKUsRev shareRead
Kurtas & Kurtis6982.5%Core range — 1.9K units/mo at ₹878
Salwar Suits1017.5%Highest AOV in the catalog at ₹2.1K
Trousers560%56 listings, no reported sales
Trouser Suits310%Dormant adjacent range
Western Wear100%Unranked
Dresses10%Single SKU

56 trouser listings and 31 trouser-suit listings return nothing, while 69 kurta listings carry 82.5% of revenue. The catalog's shape does not match its economics.

Today → 90 days. The job is not to add SKUs. It is to index, consolidate and rank what already exists, then let the winners take budget.
Powerlaw · powerlaw.in
04 / 12
Hero & variant audit

Where the rank actually lives

Every listing that carries live rank, what it earns, and which direction it is moving.

SKU (ASIN)PriceRank30D90DRole
Full-Sleeve Kurti B0D298WVF3₹878top range27 kw-Best-indexed listing
A-Line Kurta (green floral) B0D29C5G4N₹878top seller19 kw-100 units/mo · ₹60K/mo
Cotton Kurta Set B0GBX4B6FD₹878-11 kw-Core range
Printed Kurti B0FNDJGXWP₹878-11 kw-Core range
Salwar Suit B0B7S9QGWG₹2,100-8 kw-Highest AOV in catalog
15 further listings B0B7SD78YS--1-8 kw-Thin coverage

Indexed keywords per listing. A listing indexed for one keyword is invisible on everything else — this is the cheapest gap in the catalog to close.

Total indexed keywords
139
across 20 listings that carry any
Best-indexed listing
27
keywords on a single listing
Head-term reach
Mid-volume
best term ~9,955 in search volume
What the keyword picture says. This brand holds genuinely useful mid-volume terms — 'full sleeve kurti for woman' around the 9,955 mark is real category demand, not long-tail filler. It also ranks on its own name, which means some awareness already exists. The gap is depth: 27 keywords on the best listing against 172 listings that carry no sales at all, including a 56-listing trouser range with nothing behind it.
Rank leverTodayTarget — 90 days
Browse-node consolidationSplit across nodesOne authoritative node
Variant familiesColours/sizes splitSingle parent, all children
Ranked SKU count28 of 200Materially more listings earning
Hero rank bandtop-seller bandHeld through Q4 peak
Review velocityPassivePost-purchase flow live
Accessory attachUnlinkedCross-listed on every parent
Highest-ROI single fix. Index the dark listings inside the ranges that already earn, then scale the ₹2.1K salwar range — it is the highest-AOV asset in the catalog and only ten listings deep.
Powerlaw · powerlaw.in
05 / 12
Competitive landscape · directional

The category ladder

Named competitor benchmarking was out of scope for this pass, so this is the structural read of the ladder this brand sits on — to be sharpened with live pulls in a pilot.

Price against category authority. Where a brand sits determines who can attack it and from which direction.

The moat you have
A genuine rank position at top-seller band in a high-traffic band. Hard to dislodge if actively defended.
The soft underbelly
Only 28 of 200 listings rank. A focused competitor with a handful of well-fed listings can out-index breadth.
The clone risk
This category is easy to copy. Defensibility is rank plus reviews plus brand recall — not the product itself.
The authority play
Own the category head term and the rung above your hero before a competitor claims the ground you are not defending.
The math of waiting. A ₹878 AOV is the rung competitors climb toward, which makes it the rung they attack. With only 28 earning listings defending it, the position is thinner than the revenue suggests. Every month the dark catalog stays unindexed is a month a rival can plant listings in those gaps and build the review depth that later makes the ₹878 band theirs to price.
Powerlaw · powerlaw.in
06 / 12
Off-Amazon flywheel · to map

The demand engine feeding Amazon

This pass was scoped to Amazon data, so the off-Amazon flywheel is mapped as a checklist of what to instrument — each one lifts Amazon conversion when switched on.

D2C site
To map
A demo funnel lowers Amazon CAC on a considered purchase.
Instagram
To map
This category lives on parent-facing Reels; handle and cadence to capture.
Meta ads
To map
Video-first demos are the category's cheapest demand source.
Review velocity
To wire
Post-purchase flow on the installed base is the fastest review lever.
Seasonality
Q3→Q4
Birthday and Diwali gifting is the peak — why the 90-day window matters.
Accessory loop
Latent
Spares and add-ons are a retention engine on every unit sold.
Strategic implication. At a ₹878-₹2,100 price band the purchase is considered, which makes fabric detail, fit content and review depth the highest-leverage inputs into conversion — and makes premium positioning defensible if it is actively held.
Powerlaw · powerlaw.in
07 / 12
Demand & the 7-day rank pulse

Reading this week's signal

The weekly pulse is the earliest warning system available. Here is what it flagged.

Rank-slip day
Today
BSR +10% vs 7-day avg
Spike day
Jul 26
BSR −6% vs 7-day avg
Movers this week30D trendWhat it means
Full-sleeve kurtibest indexedRank improving — fund it
A-line kurtatop sellerRank improving — fund it
Salwar ₹2.1Khighest AOVRank improving — fund it
Branded termssome awarenessRank improving — fund it
Trousers56 SKUs, 0 salesLosing ground — triage
Trouser Suits31 SKUs, 0 salesLosing ground — triage
172 listingsno reported salesLosing ground — triage
Western WearunrankedLosing ground — triage
The read. The pulse separates what is working from what is merely present. Fund the climbers, triage the decliners, and stop spreading attention evenly across a catalog that is not performing evenly.
Powerlaw · powerlaw.in
08 / 12
The 90-day plan

Switch the catalog on, then defend it

Four phases, 21 days each. Sequenced so the free rank gains land first and paid demand only turns on once listings can convert it.

The math of waiting · Phase 1. Phase 1 is indexing listings that already exist — no new inventory, no media spend. At the current gap we estimate delay costs on the order of ₹1.2L/week of incremental GMV, rising as festive CPCs inflate.
Phase 1 · Days 0-21 · Foundation

Consolidate & index

  • Merge fragmented browse nodes into one authoritative node
  • Roll colour and size variants into single parent families
  • Fix mis-tagged and stranded listings
  • Cross-list accessories and spares on every parent
Phase 2 · Days 22-42 · Review velocity

Rescue and reinforce

  • Post-purchase review flow on the installed base
  • Prioritise the highest-margin listings for review acceleration
  • Rebuild the weakest high-value listings (title, images, A+)
  • Triage the declining tail before it drags brand rank
Phase 3 · Days 43-63 · Demand capture

Turn on the demand loop

  • 2 demo Reels per week; retire the bottom quartile weekly
  • Drive branded search to the consolidated hero listings
  • Fund the proven climbers with dedicated budget
  • Concentration discipline on the hero keyword set before peak
Phase 4 · Days 64-90 · Lock-in

Own the season

  • Hold hero rank through the gifting peak
  • Convert the strongest dormant listings into a second ranked line
  • Lock the premium rung with a review lead
  • Instrument the pulse as a weekly exception-management routine
Powerlaw · powerlaw.in
09 / 12
Financial scenarios

What switching the catalog on is worth

The upside is almost entirely activation of listings that already exist — not new products, not new categories.

Estimated Amazon GMV per month at Day 90 by scenario, against today's baseline. Our estimates.

Conservative
₹24L
Top sellers' keyword sets deepened. +₹6L/mo.
Base
₹31L
+ the 172 dark listings indexed and ranked. +₹13L/mo.
Aggressive
₹40L
+ the ₹2.1K salwar range scaled through festive. +₹22L/mo.
Investment lineConservativeBaseAggressive
Listing / variant consolidationone-timeone-timeone-time
Listing rebuildscoreextendedfull
Review accelerationlowmedmed
Amazon ads / molightmoderatefull
Meta demand / momoderatefull
Creative (Reels)1/wk2/wk3/wk
Implied blended ROAS~5.5×~5×~4.5×
Base-case read. Getting to ₹31L/mo needs no new range — it needs the dark listings indexed and the premium salwar line funded.
Powerlaw · powerlaw.in
10 / 12
Risk register

What could break this

Ranked by what would hurt most, with the phase that mitigates each.

RiskSevMitigation
172 of 200 listings report no sales — the deepest dark catalog hereHighPhase 1: index the dark listings in the earning ranges
Trousers: 56 listings returning nothingHighPhase 4: rank them properly or rationalise
Only 28 listings carry the entire businessHighPhase 2: broaden the earning base
The ₹2.1K salwar range is under-scaled at 10 listingsMedPhase 3: fund the highest-AOV range
Kurta cloning pressure at the ₹878 bandMedPhase 3: defend with rank and review depth
Festive peak approaching with most of catalog darkHighComplete Phases 1-3 before the ramp
Western Wear and Dresses stranded as single-digit rangesLowPhase 4: consolidate or commit
The math of waiting · compounded. The top three risks compound: a very narrow earning base, a large dead range tying up listing effort, and a premium price band that invites attack — all before the festive peak. Indexing now is free; buying the same visibility in Q4 is our estimate roughly 3x more expensive.
Powerlaw · powerlaw.in
11 / 12
Honest disclosure

What we're confident in — and what we're not

You should be able to tell a measured read from a modelled one at a glance.

ClaimOur estimateConfidence
Catalog size & category split200 SKUsHigh
Ranked SKU count & best rank28 · top-seller bandHigh
30D/90D rank trends per SKUas listedHigh
Revenue concentration82.5%Medium
Monthly Amazon GMV₹18L (₹16-21L)Medium
90-day scenario GMV₹24L-₹40LMedium
Competitor positionsstructuralDirectional
Off-Amazon flywheelto mapDirectional
What sharpens in a pilot
Live competitor pulls with named brands and review velocity, the D2C and social read, per-SKU review counts, and Seller-Central-level unit economics.
What we deliberately didn't estimate
Review sentiment, return rates and named-competitor numbers — this pass was scoped to Amazon rank and sales data only, by design.
Powerlaw · powerlaw.in
12 / 12
The playbook

What a 90-day catalog activation looks like

One brand, one category, one focus: turn a catalog that exists into a catalog that earns.

WorkstreamOutcome by Day 90
Catalog & node consolidationOne authoritative node; variants in single families
Hero defenseTop listings held in their current rank band through Q4
Dormant listing activationThe unranked catalog indexed and earning
Climber scale-upFast-rising SKUs given budget and inventory
Review velocity enginePost-purchase flow live on the installed base
Demand loop2 demo Reels/week feeding branded search into Diwali
The takeaway for any catalog brand. A premium price band is only defensible when enough listings hold it. The growth is in widening the earning base, not the catalog.

If you're solving this on Amazon — find us at powerlaw.in.

We take one brand per category and grow it on incremental GMV.

Powerlaw · powerlaw.in

Leriya Fashion on Amazon: a teardown — a dresses brand filed under kurtas

01 / 12
LERIYA FASHION

You are a dresses brand that
also sells kurtas — and the
catalog is priced like neither.

Dresses drive 56% of revenue, kurtas 17.5%. Five ranges, a ₹495 AOV, and 212 keywords spread thin across all of them.

A growth-opportunity map for one of India's fast-moving women's western wear & kurtas brands. Our estimate: roughly ₹13L/month of incremental Amazon GMV is sitting inside listings the brand already owns.

A Powerlaw category teardown · LERIYA FASHION
Est. Amazon GMV
₹23L/mo
our estimate · Base case
Live catalog
200
SKUs · 67 ranked
Best rank
top-seller band
category BSR
Untapped upside
₹13L / mo
our estimate · from existing listings
Executive Highlight · 30-second read
  • 1Dresses are the business. — 55.9% of revenue and 4.3K units — not the kurta range.
  • 2The catalog is spread too thin. — five ranges, 212 keywords, no category owned outright.
  • 3Polos are the worst use of listings you have. — 54 SKUs returning 4.7% of revenue.
  • 4The one compounding move: — concentrate on Dresses and coord sets, then index behind them.
  • 5The lesson: in a copyable category, rank and reviews are the moat — not the product.
Scroll for the 12-page breakdown · or jump to the 90-day plan.
02Business fundamentals — the real GMV & momentumData
03Catalog architecture — what is switched onData
04Hero & variant audit — where the rank livesData
05Competitive landscape — the category ladderDirectional
06Off-Amazon flywheel — brand demand engineTo map
07Demand & the 7-day rank pulseData
08The 90-day planPlan
09Financial scenariosModel
10Risk registerFlags
11Honest disclosure — confidence & scopeCandid
12The playbook — a 90-day catalog activationPlaybook
Powerlaw · powerlaw.in
02 / 12
Business fundamentals

What the numbers actually say

The headline is healthy. The structure underneath it is where the opportunity and the fragility both sit.

Est. Amazon GMV
₹23L/mo
our estimate · range ₹20-27L
Est. units / mo
~7.3K
category-weighted
Blended AOV
₹495
across ranked SKUs
Avg catalog rank
3,596
across 67 ranked SKUs

7-day brand-wide rank pulse. Bars below the line = rank improving (more sales); above = rank slipping.

SignalRead
Best SKU ranktop-seller band strong
Ranked SKUs67 / 200
Revenue from Dresses55.9%
Avg rank across ranked SKUs3,596
Rank-slip days flagged this week1
Category footprintWomen's Western Wear & Kurtas

Rank and price are read directly and stated flatly. GMV and units are our estimates.

The math of waiting. The revenue tells a clear story that the catalog does not follow: Dresses drive 55.9% of revenue from 49 listings, while Polos carry 54 listings for 4.7%. Effort and rank are being spread across five ranges instead of compounding into the one that works. With a ₹495 AOV there is little margin to buy your way out of that, and 133 of 200 listings report no sales. Our estimate is ₹6L/month of incremental GMV lost to dilution.
Powerlaw · powerlaw.in
03 / 12
Catalog architecture

What is switched on — and what isn't

A catalog is only an asset once Amazon can see it. This is where the listings actually stand.

Listing count by category. Size of range does not track revenue — that gap is the opportunity.

Revenue concentration. The more concentrated, the more a single suppression or stock-out threatens the whole business.

CategorySKUsRev shareRead
Dresses4955.9%The real engine — 4.3K units/mo
Kurtas & Kurtis4617.5%Second range, half the volume
T-Shirts1511.9%Small but efficient — ₹668 AOV
Shirts369.9%36 listings for a tenth of revenue
Polos544.7%54 listings for under 5% — worst ratio in the catalog

Polos carry 54 listings for 4.7% of revenue while Dresses carry 49 for 55.9%. Revenue-per-listing, not listing count, should decide where effort goes.

Today → 90 days. The job is not to add SKUs. It is to index, consolidate and rank what already exists, then let the winners take budget.
Powerlaw · powerlaw.in
04 / 12
Hero & variant audit

Where the rank actually lives

Every listing that carries live rank, what it earns, and which direction it is moving.

SKU (ASIN)PriceRank30D90DRole
Western One-Piece Dress (short & long) B0FVFYTSKK₹495top seller24 kw-400 units/mo · Dresses
Plus-size Dress B0BWJTW12M₹495-20 kw-Plus-size terms held
Coord Set B0CPYF9D73₹495-18 kw-Coord-set demand
Casual Summer Dress B0G92SFVSX₹495-17 kw-Seasonal range
Kurta Set B0CW9YBZQY₹520-11 kw-Kurta range, thinner indexing
15 further listings B0G4S495D1--1-10 kw-Spread across 5 ranges

Indexed keywords per listing. A listing indexed for one keyword is invisible on everything else — this is the cheapest gap in the catalog to close.

Total indexed keywords
212
across 20 listings that carry any
Best-indexed listing
24
keywords on a single listing
Head-term reach
Mixed volume
best terms ~9,000-11,000 in search volume
What the keyword picture says. This is the broadest keyword footprint in the set — 212 terms — but it is spread across five different ranges, so no single range owns its category. The strongest terms are western-wear terms (coord sets, plus-size dresses, one-piece), which matches where the revenue actually is. The kurta range, despite 46 listings, carries far less keyword weight than the dresses range that outsells it three to one.
Rank leverTodayTarget — 90 days
Browse-node consolidationSplit across nodesOne authoritative node
Variant familiesColours/sizes splitSingle parent, all children
Ranked SKU count67 of 200Materially more listings earning
Hero rank bandtop-seller bandHeld through Q4 peak
Review velocityPassivePost-purchase flow live
Accessory attachUnlinkedCross-listed on every parent
Highest-ROI single fix. Concentrate on Dresses and coord sets — the ranges that already earn — and push their keyword sets deeper before extending anywhere else. The catalog does not need to be wider; it needs to be deeper where it already works.
Powerlaw · powerlaw.in
05 / 12
Competitive landscape · directional

The category ladder

Named competitor benchmarking was out of scope for this pass, so this is the structural read of the ladder this brand sits on — to be sharpened with live pulls in a pilot.

Price against category authority. Where a brand sits determines who can attack it and from which direction.

The moat you have
A genuine rank position at top-seller band in a high-traffic band. Hard to dislodge if actively defended.
The soft underbelly
Only 67 of 200 listings rank. A focused competitor with a handful of well-fed listings can out-index breadth.
The clone risk
This category is easy to copy. Defensibility is rank plus reviews plus brand recall — not the product itself.
The authority play
Own the category head term and the rung above your hero before a competitor claims the ground you are not defending.
The math of waiting. Western wear turns fast and trends move quickly, so category authority is won by depth in one range, not presence in five. A competitor concentrating purely on dresses or coord sets will out-index this catalog on the terms that matter while it is still splitting attention across polos and shirts. Once their review depth locks in, those terms become expensive to re-take.
Powerlaw · powerlaw.in
06 / 12
Off-Amazon flywheel · to map

The demand engine feeding Amazon

This pass was scoped to Amazon data, so the off-Amazon flywheel is mapped as a checklist of what to instrument — each one lifts Amazon conversion when switched on.

D2C site
To map
A demo funnel lowers Amazon CAC on a considered purchase.
Instagram
To map
This category lives on parent-facing Reels; handle and cadence to capture.
Meta ads
To map
Video-first demos are the category's cheapest demand source.
Review velocity
To wire
Post-purchase flow on the installed base is the fastest review lever.
Seasonality
Q3→Q4
Birthday and Diwali gifting is the peak — why the 90-day window matters.
Accessory loop
Latent
Spares and add-ons are a retention engine on every unit sold.
Strategic implication. Western wear is discovered visually and bought on trend. The brands that compound run tight design-to-listing cycles and let one range build the authority that carries the rest, rather than launching evenly across five.
Powerlaw · powerlaw.in
07 / 12
Demand & the 7-day rank pulse

Reading this week's signal

The weekly pulse is the earliest warning system available. Here is what it flagged.

Rank-slip day
Today
BSR +9% vs 7-day avg
Ranked SKUs
31
with a live daily rank signal
Movers this week30D trendWhat it means
Dresses55.9% of revenueRank improving — fund it
Coord setsstrong termsRank improving — fund it
Plus-sizedistinctive nicheRank improving — fund it
T-Shirtsbest revenue/SKURank improving — fund it
Polos54 SKUs, 4.7%Losing ground — triage
Shirts36 SKUs, 9.9%Losing ground — triage
133 listingsno reported salesLosing ground — triage
AOV ₹495thin marginLosing ground — triage
The read. The pulse separates what is working from what is merely present. Fund the climbers, triage the decliners, and stop spreading attention evenly across a catalog that is not performing evenly.
Powerlaw · powerlaw.in
08 / 12
The 90-day plan

Switch the catalog on, then defend it

Four phases, 21 days each. Sequenced so the free rank gains land first and paid demand only turns on once listings can convert it.

The math of waiting · Phase 1. Phase 1 costs nothing but focus — concentrating rank and indexing on the ranges that already earn. Every week of dilution is a week the winning ranges grow slower than they could. We estimate delay costs on the order of ₹1.5L/week of incremental GMV.
Phase 1 · Days 0-21 · Foundation

Consolidate & index

  • Merge fragmented browse nodes into one authoritative node
  • Roll colour and size variants into single parent families
  • Fix mis-tagged and stranded listings
  • Cross-list accessories and spares on every parent
Phase 2 · Days 22-42 · Review velocity

Rescue and reinforce

  • Post-purchase review flow on the installed base
  • Prioritise the highest-margin listings for review acceleration
  • Rebuild the weakest high-value listings (title, images, A+)
  • Triage the declining tail before it drags brand rank
Phase 3 · Days 43-63 · Demand capture

Turn on the demand loop

  • 2 demo Reels per week; retire the bottom quartile weekly
  • Drive branded search to the consolidated hero listings
  • Fund the proven climbers with dedicated budget
  • Concentration discipline on the hero keyword set before peak
Phase 4 · Days 64-90 · Lock-in

Own the season

  • Hold hero rank through the gifting peak
  • Convert the strongest dormant listings into a second ranked line
  • Lock the premium rung with a review lead
  • Instrument the pulse as a weekly exception-management routine
Powerlaw · powerlaw.in
09 / 12
Financial scenarios

What switching the catalog on is worth

The upside is almost entirely activation of listings that already exist — not new products, not new categories.

Estimated Amazon GMV per month at Day 90 by scenario, against today's baseline. Our estimates.

Conservative
₹29L
Dresses range concentrated and head-term indexed. +₹6L/mo.
Base
₹36L
+ the 133 non-selling listings indexed. +₹13L/mo.
Aggressive
₹45L
+ AOV lifted and all five ranges ranked. +₹22L/mo.
Investment lineConservativeBaseAggressive
Listing / variant consolidationone-timeone-timeone-time
Listing rebuildscoreextendedfull
Review accelerationlowmedmed
Amazon ads / molightmoderatefull
Meta demand / momoderatefull
Creative (Reels)1/wk2/wk3/wk
Implied blended ROAS~5.5×~5×~4.5×
Base-case read. Getting to ₹36L/mo needs concentration, not expansion — fund the ranges that already earn and index the dark listings behind them.
Powerlaw · powerlaw.in
10 / 12
Risk register

What could break this

Ranked by what would hurt most, with the phase that mitigates each.

RiskSevMitigation
Five ranges competing for attention — none owns its categoryHighPhase 1: concentrate on Dresses, the proven engine
Polos: 54 listings for 4.7% of revenue — worst ratio in catalogHighPhase 4: rationalise or properly rank the tail
₹495 AOV leaves very thin margin for ad-led growthHighPhase 2: lift blended AOV through the coord/plus-size ranges
133 of 200 listings report no salesMedPhase 1: index the dark listings in the winning ranges first
Western wear is a fast-turning, trend-led categoryMedPhase 3: shorten the design-to-listing cycle
Kurta range under-indexed relative to its 46 listingsMedPhase 2: decide to fund it properly or consolidate it
Seasonal exposure across summer and festive at onceLowPhase 4: sequence range pushes by season
The math of waiting · compounded. The top three risks compound: a diluted catalog, a thin ₹495 AOV, and a long tail of listings returning almost nothing — in a trend-led category where speed decides winners. Concentrating now is free; buying back lost category authority later is our estimate roughly 3x more expensive.
Powerlaw · powerlaw.in
11 / 12
Honest disclosure

What we're confident in — and what we're not

You should be able to tell a measured read from a modelled one at a glance.

ClaimOur estimateConfidence
Catalog size & category split200 SKUsHigh
Ranked SKU count & best rank67 · top-seller bandHigh
30D/90D rank trends per SKUas listedHigh
Revenue concentration55.9%Medium
Monthly Amazon GMV₹23L (₹20-27L)Medium
90-day scenario GMV₹29L-₹45LMedium
Competitor positionsstructuralDirectional
Off-Amazon flywheelto mapDirectional
What sharpens in a pilot
Live competitor pulls with named brands and review velocity, the D2C and social read, per-SKU review counts, and Seller-Central-level unit economics.
What we deliberately didn't estimate
Review sentiment, return rates and named-competitor numbers — this pass was scoped to Amazon rank and sales data only, by design.
Powerlaw · powerlaw.in
12 / 12
The playbook

What a 90-day catalog activation looks like

One brand, one category, one focus: turn a catalog that exists into a catalog that earns.

WorkstreamOutcome by Day 90
Catalog & node consolidationOne authoritative node; variants in single families
Hero defenseTop listings held in their current rank band through Q4
Dormant listing activationThe unranked catalog indexed and earning
Climber scale-upFast-rising SKUs given budget and inventory
Review velocity enginePost-purchase flow live on the installed base
Demand loop2 demo Reels/week feeding branded search into Diwali
The takeaway for any catalog brand. Breadth without depth dilutes rank. The growth is in concentrating on the range that already earns and going deeper there.

If you're solving this on Amazon — find us at powerlaw.in.

We take one brand per category and grow it on incremental GMV.

Powerlaw · powerlaw.in