Karran Gupta.

Growth marketing notes from the operator's seat.

Pinned · Case studies

FX Replay Case Study: Taking Paid Media Back In-House

Case study · August 11, 2026 · 8 min read

FX Replay Case Study: Taking Paid Media Back In-House

An agency spent $48,000 a month for eight months with zero attributed subscribers. What changed in 90 days when FX Replay took paid media in-house.

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DoorDash Case Study: Finding Cheaper Growth in New Verticals

Case study · August 7, 2026 · 5 min read

DoorDash Case Study: Finding Cheaper Growth in New Verticals

DoorDash's flagship segment paid nearly 3x per lead. A starved segment bought them for a fraction. A case study in reading a paid account by its segments.

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CCPU Case Study: A Bilingual Campaign That Cut CPA 93%

Case study · August 4, 2026 · 7 min read

CCPU Case Study: A Bilingual Campaign That Cut CPA 93%

A California health fund needed statewide English and Spanish signups. Cost per registration fell from $35 to $2.40 in six months. The full playbook.

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Every Man Jack Case Study: The Holiday Quarter That Made 46% of the Year

Case study · July 31, 2026 · 7 min read

Every Man Jack Case Study: The Holiday Quarter That Made 46% of the Year

See how a mens personal-care brand put its whole year on Q4 and took 46% of annual online revenue in it. Read the holiday playbook.

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All articles

Measurement & attribution · September 12, 2026 · 5 min read

The report is a renewal document

Vendor reports are structured to justify next month's invoice, at honest vendors too. The five questions a report must answer, and the contract fix.

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Growth foundations · September 11, 2026 · 5 min read

The mishire ledger: what each path costs when it fails

A failed CMO hire runs about a year of loaded comp plus a third more in search fees, plus the stalled year. The failure math for all four paths, priced.

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Measurement & attribution · September 10, 2026 · 5 min read

The first thing I build is the scoreboard

Every vendor claims to be data-driven. The tell is sequence: whoever builds measurement before touching spend becomes accountable to it. The minimum build.

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Growth foundations · September 9, 2026 · 5 min read

The evaluation trap: why smart founders mishire marketers

Nothing in a founder's path teaches marketing evaluation, so hires get graded on confidence. Seven signs of the trap and the interview that escapes it.

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Growth foundations · September 8, 2026 · 5 min read

The part-time objection, taken seriously

How much of a fractional CMO do you actually get? The honest answer counts latency instead of hours, and includes the two places the model breaks.

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Growth foundations · September 7, 2026 · 5 min read

How to check a marketer's receipts

Five kinds of evidence any real operator can produce and every pretender fumbles. A vetting checklist for founders, demonstrated on my own record first.

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Growth foundations · September 6, 2026 · 6 min read

Do you own your growth, or rent it?

Retention up 1.8x and CAC never moved. The stop-paying test that sorts channels you own from channels you rent, and the one ratio worth tracking.

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When you should not hire me

Hiring a fractional CMO · September 5, 2026 · 5 min read

When you should not hire me

Four situations where a fractional CMO fails and I decline the retainer. Run the gates in five minutes before you book anyone's call.

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Where your retainer actually goes

Hiring a fractional CMO · September 4, 2026 · 5 min read

Where your retainer actually goes

Agencies target 50-60% gross margin, so about half a retainer can never buy delivery hours. The math that decides who actually works your account.

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Five things to check in an ad account you have never opened

Paid media & performance · September 3, 2026 · 9 min read

Five things to check in an ad account you have never opened

You have paid for ads for a year and never logged in. Five checks, thirty minutes, no expertise required, and the questions to ask instead of accusations.

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Why is our CAC going up when every channel looks fine

Measurement & attribution · September 2, 2026 · 8 min read

Why is our CAC going up when every channel looks fine

Blended CAC climbs three quarters running and every channel owner is right about their own line. How to separate a mix shift from a channel problem.

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Is our marketing working? Three questions a founder can ask

Measurement & attribution · September 1, 2026 · 8 min read

Is our marketing working? Three questions a founder can ask

Every chart in the monthly review points up and you still cannot tell if any of it worked. Three questions a non-marketer can ask about finished work.

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The 90-day roadmap: turning a ranked list into dated work

Hiring a fractional CMO · August 31, 2026 · 9 min read

The 90-day roadmap: turning a ranked list into dated work

A growth audit hands you a ranked list. A roadmap is a dependency graph with dates. What lands in each of the ninety days, and why measurement goes first.

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CMO or marketing director: who owns the plan

Hiring a fractional CMO · August 30, 2026 · 8 min read

CMO or marketing director: who owns the plan

Two titles treated as one job at two prices. The difference is decision rights, and which of your decisions the new hire is allowed to end.

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Your first marketing hire, chosen from your own calendar

Hiring a fractional CMO · August 29, 2026 · 8 min read

Your first marketing hire, chosen from your own calendar

A first marketing hire inherits no system, so seniority stalls. Sort two weeks of your own calendar into three bands and the right hire names itself.

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Growth pod vs fractional CMO: count the hours, then find the owner

Hiring a fractional CMO · August 28, 2026 · 9 min read

Growth pod vs fractional CMO: count the hours, then find the owner

A growth pod puts four part-time specialists on one slide for a fractional CMO's fee. Count the committed hours, then ask who owns the number.

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Fractional CMO vs consultant: what happens after the deck

Hiring a fractional CMO · August 27, 2026 · 7 min read

Fractional CMO vs consultant: what happens after the deck

A six-month-old strategy deck, correct on every page, and a growth number that never moved. How to tell whether you need analysis or an owner.

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Fractional CMO vs head of growth: inside the loop or above it

Hiring a fractional CMO · August 26, 2026 · 8 min read

Fractional CMO vs head of growth: inside the loop or above it

A head of growth makes your existing loop run faster. A fractional CMO decides whether that loop is worth running. A backlog test that settles it.

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Who should lead your growth: five options and who owns the miss

Hiring a fractional CMO · August 25, 2026 · 7 min read

Who should lead your growth: five options and who owns the miss

A founder gets pitched five kinds of growth help in a month. Sorting them by who answers when the number misses makes the choice obvious.

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Fractional CMO vs full-time CMO: the eighteen months in between

Hiring a fractional CMO · August 24, 2026 · 8 min read

Fractional CMO vs full-time CMO: the eighteen months in between

Fractional CMO vs full-time CMO: a six-month search plus a six-month ramp, $250,000 to $450,000 loaded, and the scope-hours test that settles it.

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When to hire a fractional CMO, and when it is too early

Hiring a fractional CMO · August 23, 2026 · 8 min read

When to hire a fractional CMO, and when it is too early

The trigger signals that mean it is time to hire a fractional CMO, the anti-signals that mean you are too early, and what hiring the wrong level costs.

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What a fractional CMO costs, and what moves the price

Hiring a fractional CMO · August 22, 2026 · 7 min read

What a fractional CMO costs, and what moves the price

What a fractional CMO costs: the retainer, the $12,500 audit, and how both price against an agency and a full-time CMO's loaded annual cost.

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A landing page framework: one pain, one proposition, one hypothesis

Conversion & funnel · August 15, 2026 · 8 min read

A landing page framework: one pain, one proposition, one hypothesis

A three-part landing page framework: the customer's pain, the ad theme it continues, the feature that answers it. Plus the hypothesis you write first.

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256 weekly decks: what five years on one account taught me

Growth foundations · August 14, 2026 · 7 min read

256 weekly decks: what five years on one account taught me

Five years, 256 weekly decks, one client. The reporting ritual that kept a consulting engagement alive and turned an account's memory into an asset.

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Building a Google Ads account for a lender, architecture first

Paid media & performance · August 13, 2026 · 10 min read

Building a Google Ads account for a lender, architecture first

How I built a private lender's Google Ads account from zero: campaigns split by intent, negatives as the compliance line, forecasts before funding.

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The optimization tool that worked perfectly and lost money

Paid media & performance · August 12, 2026 · 6 min read

The optimization tool that worked perfectly and lost money

A bidding tool cut cost per install 23% and added 11,000 installs. After its $8,000 fee the year finished $2,400 behind. How to price any marketing tool.

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Managing up as a fractional CMO: reporting to a founder who has never had one

Hiring a fractional CMO · August 11, 2026 · 9 min read

Managing up as a fractional CMO: reporting to a founder who has never had one

Founders who have never had a CMO supervise by checking. The weekly reporting contract I install in week one, and what it buys inside 30 days.

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What a customer actually costs: a CAC ladder from eight industries

Paid media & performance · August 10, 2026 · 8 min read

What a customer actually costs: a CAC ladder from eight industries

Customer acquisition cost benchmarks from eight industries, first-party: a $2 app install to a $2,100 signed merchant, and what each number bought.

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The three metrics I report to every founder

Growth foundations · August 9, 2026 · 8 min read

The three metrics I report to every founder

Board decks with thirty metrics end without decisions. The three numbers I report instead: LTGP:CAC, CAC payback period, and new revenue by source.

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Deliverability before volume: building email across a multi-brand company

Lifecycle & retention · August 8, 2026 · 9 min read

Deliverability before volume: building email across a multi-brand company

Several brands on one sending reputation sit one mistake from spam. The subdomain, authentication, warming and hygiene setup that protects all of them.

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The marketer who ships: what changes when marketing can build

Measurement & attribution · August 7, 2026 · 8 min read

The marketer who ships: what changes when marketing can build

When marketing can ship production code, the build-versus-buy math inverts. What I built at Leverage Companies, and what I bought.

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Voice-of-customer research when you cannot talk to customers

Conversion & funnel · August 6, 2026 · 8 min read

Voice-of-customer research when you cannot talk to customers

No customer access? Sales and support hear objections all day. The structured async method that turned their notes into voice-of-customer research.

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Quiz funnels that qualify leads without feeling like a gate

Conversion & funnel · August 5, 2026 · 9 min read

Quiz funnels that qualify leads without feeling like a gate

A lender replaced its contact form with a branching quiz that qualifies investors and brokers without hurting conversion. The build, questions and results.

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What a growth audit actually covers (and what skipping one costs)

Growth foundations · August 4, 2026 · 7 min read

What a growth audit actually covers (and what skipping one costs)

What a growth audit covers, what it delivers in 30 days, what skipping one costs, and how to tell a real audit from a slide deck.

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Building a real search program on fifty dollars a day

Paid media & performance · August 3, 2026 · 8 min read

Building a real search program on fifty dollars a day

At YouMail I built a search program on fifty dollars a day. How a hard budget forces a cleaner, more honest Google Ads account than abundance would.

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Migrating your email platform without touching the CRM

Lifecycle & retention · August 2, 2026 · 9 min read

Migrating your email platform without touching the CRM

Swap your email platform while a live Salesforce business runs on top of it. The canonical envelope that made the ESP replaceable. Read the migration.

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The experimentation engine: a test a week for four years

Growth foundations · August 1, 2026 · 7 min read

The experimentation engine: a test a week for four years

How Rocket Mortgage's application funnel ran a test a week for four years, and the operating system that made losing cheap enough to keep going.

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Fractional CMO vs agency: which one your growth problem actually needs

Hiring a fractional CMO · July 31, 2026 · 7 min read

Fractional CMO vs agency: which one your growth problem actually needs

Fractional CMO vs marketing agency: an agency executes inside your frame, an operator questions it. Pick by the failure mode your stage can absorb.

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Instrumenting an offline sales pipeline: teaching the auction what a real sale looks like

Measurement & attribution · July 30, 2026 · 10 min read

Instrumenting an offline sales pipeline: teaching the auction what a real sale looks like

Your ads optimize on form-fills while revenue closes weeks later in the CRM. How I fed Salesforce sale stages back to Meta as offline conversions.

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Breaking silos as a growth lever

Growth foundations · July 29, 2026 · 7 min read

Breaking silos as a growth lever

How a stalled web funnel turned out to be an org-chart problem, and how I fixed it by building relationships across product, paid, and web first.

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Rocket Mortgage Case Study: The Copy Test Worth 80 Loans a Month

Case study · July 28, 2026 · 6 min read

Rocket Mortgage Case Study: The Copy Test Worth 80 Loans a Month

One Rocket Mortgage upsell tile, tested three times: copy first, then a trust badge. Clicks tripled, adding an estimated 150 loans a month. Full breakdown.

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Your Google Ads leads are fine. Your first five minutes decide.

Paid media & performance · July 28, 2026 · 7 min read

Your Google Ads leads are fine. Your first five minutes decide.

A DSCR lender wrote off its Google Ads leads as junk. The leads were fine, the response was slow. The speed-to-lead system that fixed it: SMS, claim, call.

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How I build a growth team from zero

Growth foundations · July 27, 2026 · 10 min read

How I build a growth team from zero

How a fractional CMO and growth advisor builds a marketing team from zero: sequence each hire against the bottleneck, contractors before employees.

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When the platform ships your feature for free

Conversion & funnel · July 26, 2026 · 8 min read

When the platform ships your feature for free

A platform shipped your core feature for free. The calm playbook: treat it as validation, find the depth gap, and reframe where the problem gets solved.

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The customer data platform I built myself for about $30 a month

Measurement & attribution · July 25, 2026 · 6 min read

The customer data platform I built myself for about $30 a month

Build a customer data platform your CRM, Stripe and ad tools all agree with. Phone-first identity on AWS for about $30 a month. See the build.

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What to expect from a fractional CMO engagement

Hiring a fractional CMO · July 24, 2026 · 7 min read

What to expect from a fractional CMO engagement

What a fractional CMO actually delivers: a 30-day audit, an installed growth operating system, a team that runs it, and an engagement built to end.

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LTGP:CAC: one North Star across three business models

Growth foundations · July 23, 2026 · 7 min read

LTGP:CAC: one North Star across three business models

LTGP:CAC is lifetime gross profit divided by customer acquisition cost. The calculation, and how I ran three businesses on one number.

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The learning agenda: how big teams plan a quarter of growth

Growth foundations · July 22, 2026 · 6 min read

The learning agenda: how big teams plan a quarter of growth

How I turn company goals into a ranked quarter of experiments the whole org actually owns, using stakeholder interviews and one well-run workshop.

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Anatomy of a Black Friday: one week at 4.5x normal revenue

Growth foundations · July 21, 2026 · 4 min read

Anatomy of a Black Friday: one week at 4.5x normal revenue

A teardown of FX Replay's Black Friday: a $200K+ week at 4.5x normal new-business revenue. The offer, the calendar, and how every channel fired as one.

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What is a growth operating system? Four phases, in order

Growth foundations · July 20, 2026 · 9 min read

What is a growth operating system? Four phases, in order

A growth operating system is the fixed order a team diagnoses, prioritizes, fixes and sustains growth. The four phases, and why the order matters.

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The weekly growth review: one dashboard, four blocks, no debates

Growth foundations · July 19, 2026 · 3 min read

The weekly growth review: one dashboard, four blocks, no debates

Audits find problems and fixes decay. The operating rhythm that keeps a growth machine honest: one dashboard, experiment readouts, kill-or-scale rules.

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The affiliate playbook: 4,000 partners returning $5 for every $1 paid

Paid media & performance · July 18, 2026 · 4 min read

The affiliate playbook: 4,000 partners returning $5 for every $1 paid

FX Replay's affiliate program grew past 4,000 active partners returning about $5 in revenue per $1 of commission. How it was built and tracked.

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Email was a help desk: rebuilding it into 5.9 million sends a month

Lifecycle & retention · July 17, 2026 · 4 min read

Email was a help desk: rebuilding it into 5.9 million sends a month

FX Replay's email program sent receipts and password resets. Eighteen months later it sent 5.9 million a month at a 26% open rate. The rebuild order.

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Creative is the last lever: scoring 1,000 ad variants without a debate

Paid media & performance · July 16, 2026 · 4 min read

Creative is the last lever: scoring 1,000 ad variants without a debate

Ad platforms automated bidding and targeting. Creative is the lever you still control. How FX Replay scored 1,000+ variants against revenue.

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The app-store tax: when to move your app's growth to the web

Conversion & funnel · July 15, 2026 · 4 min read

The app-store tax: when to move your app's growth to the web

Apple and Google take up to 30% of in-app subscriptions and hide your conversion data. How YouMail moved signups to the web and cut CAC 77%.

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The $2B form reorder: question order is a conversion decision

Conversion & funnel · July 14, 2026 · 4 min read

The $2B form reorder: question order is a conversion decision

Two experiments at Rocket Mortgage lifted close rates 12% and 18.8% by reordering questions. How to design form tests that find real friction.

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The pricing lever: how a plan-mix change beat every ad optimization

Growth foundations · July 12, 2026 · 5 min read

The pricing lever: how a plan-mix change beat every ad optimization

Over 90% of FX Replay subscribers paid month to month, capping what any customer was worth. The annual-plan strategy that changed the economics.

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The 30-day growth audit: exactly what I look for before touching a dollar of ad spend

Growth foundations · July 11, 2026 · 9 min read

The 30-day growth audit: exactly what I look for before touching a dollar of ad spend

The six-lens teardown I run in the first 30 days: tracking, unit economics, funnel, paid accounts, creative, lifecycle. Plus a 20-minute self-audit.

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The signal problem: why your ad platform optimizes for the wrong thing

Measurement & attribution · July 8, 2026 · 7 min read

The signal problem: why your ad platform optimizes for the wrong thing

Your cost per signup keeps falling but revenue stays flat. Why ad platforms optimize the wrong event, and how server-side tracking fixes it.

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FX Replay Case Study: 2.6x ARR in 18 Months

Case study · July 7, 2026 · 6 min read

FX Replay Case Study: 2.6x ARR in 18 Months

How a fractional CMO engagement grew FX Replay ARR 2.6x in 18 months: fixing broken attribution, finding the pricing lever, building the team.

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YouMail Case Study: A Web Funnel That Cut CAC 77%

Case study · July 7, 2026 · 6 min read

YouMail Case Study: A Web Funnel That Cut CAC 77%

YouMail's app-store funnel had stalled. Moving signups to the web raised conversion from 9% to 22% and cut customer acquisition cost 77%.

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Rocket Mortgage Case Study: $2B in Incremental Loan Volume

Case study · July 7, 2026 · 4 min read

Rocket Mortgage Case Study: $2B in Incremental Loan Volume

See how reordering the questions in Rocket Mortgage Launchpad drove an estimated $2B in incremental loan volume. Read the test breakdown.

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Frequently asked questions

What kind of articles are published here?

Case studies and field notes from real growth engagements: paid media, conversion optimization, lifecycle, tracking, and the numbers behind each. New articles are added every week.

Are the case study numbers real?

Yes. Every case study is built from engagement data: ad platform spend, revenue reporting, and experiment results. Where figures are rounded or anonymized to protect a client, the article says so.

Can I work with Karran directly?

Yes. Karran takes a small number of fractional CMO, growth audit, and advisory engagements at a time. Book an intro call at karrangupta.com/book.

Have a growth problem worth solving?

I write about what actually moved the numbers. If any of it maps to what you're facing, let's talk.

Book an intro call