CastMath
NOTES

Thinking on podcast
business and money.

Research, analysis, and working-out-loud from the team building CastMath. No content marketing. No generic listicles. Things worth reading.

Note 012 May 2026
8 min read
Sponsorship

What should you charge for a mid-roll in 2026? The CPM data, by niche.

Most podcasters set their sponsorship rate by guessing, asking in Discord, or copying a number from a post written when podcasting was a different industry. Here is the current data, properly sourced.

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Note 022 May 2026
7 min read
Finance

The episode P&L most podcasters never run.

Total show revenue is a vanity number. The calculation that actually tells you whether your podcast is a business — or an expensive hobby — is the episode P&L. Here is how to run it.

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Note 032 May 2026
9 min read
Strategy

When can you quit your day job? The actual calculation.

Not "when do I feel ready." Not "when I hit X downloads." The calculation that determines when your podcast income is genuinely sufficient to replace a salary — and stay replaced.

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NOTE 01 · SPONSORSHIP · 2 MAY 2026

What should you charge for a mid-roll in 2026? The CPM data, by niche.

Most independent podcasters set their sponsorship rate by guessing. They ask in a Discord server, find a blog post from 2021, or accept whatever the sponsor first offers. The result is a number with no defence — and a negotiation they almost always lose.

The data exists. It is not hidden. Libsyn Ads publishes delivered CPM figures monthly. Adopter Media publishes niche-level benchmarks. The IAB/PwC Internet Advertising Revenue Report covers the US podcast market annually — the full-year 2024 report, published April 2025, confirmed the US podcast ad market reached $2.434 billion, growing 26.4% year-on-year. The data is there. It is just not assembled in one place for a podcaster who needs to walk into a negotiation in 48 hours.

This note assembles it.

What CPM means — and what it does not.

CPM stands for cost per mille — cost per 1,000 downloads. A $35 CPM means a sponsor pays $35 for every 1,000 times their ad is heard. If your episode gets 15,000 downloads in 30 days, a $35 CPM mid-roll is worth $525.

CPM is the standard unit for programmatic and marketplace-sold ads. For direct host-read deals — which is what most independent podcasters are selling — the rate is often expressed as a flat fee per episode. But the CPM framework is still the right way to set and defend that flat fee, because it normalises your rate across your download tier and makes it comparable to industry benchmarks.

The floor is what the market will pay someone of your size in your category. The ceiling is what a sponsor will pay for a host whose audience they trust completely.

The benchmarks below are for 60-second host-read mid-roll ads, US baseline, delivered in 30 days. These are the numbers that apply to a direct deal — not programmatic, not network-sold, not DAI.

CPM benchmarks by niche — 2025–2026 data.

NicheLow CPMMedian CPMHigh CPMData quality
Business — B2B SaaS$35$45$70Medium
Business — Finance & Investing$35$45$65High
Business — Marketing & Sales$30$40$55Medium
Business — Entrepreneurship$28$38$55High
Technology — Software & Dev$35$45$65High
Technology — AI & ML$40$55$80Low (extrapolated)
Technology — Cybersecurity$40$55$90Medium
Health — Mental Health$25$35$50Medium
Health — Fitness & Nutrition$25$35$50High
Health — Medical$30$40$65Low (extrapolated)
True Crime$18$22$30High
Comedy$18$23$32High
News & Politics$19$24$35High
Personal Finance$30$42$60High
Education$22$28$38High
Sports$17$21$29High

Sources: Libsyn AdvertiseCast monthly delivered CPM reports (Aug–Sep 2024); Adopter Media podcast advertising benchmarks (2025); Content Allies B2B podcast sponsorship guide (2026); IAB/PwC Internet Advertising Revenue Report FY2024; Acast advertiser pricing documentation.

How to calculate your rate.

Take the median CPM for your niche. Multiply by your 30-day downloads, divided by 1,000. That is your defensible floor per mid-roll.

Example: B2B SaaS podcast, 18,000 downloads, US audience. Median CPM = $45. Rate = $45 × 18 = $810 per mid-roll. At the high end of the range, that is $1,260. Your defensible opening position in a negotiation is $810 to $1,260.

Geographic adjustments.

The benchmarks above assume a US-primary audience. If your listeners are elsewhere, apply these multipliers to the US baseline: UK: 0.85×. Australia: 0.95×. EU (English): 0.70×. Global / mixed: 0.55×.

The AU multiplier is high because the Australian podcast ad market is concentrated in premium publishers — 0.95× of US CPM is realistic for a well-positioned AU show in the business or health categories.

Format adjustments.

The table above is for 60-second host-read mid-rolls. Other formats discount from that baseline: pre-roll (15–30 sec): 0.65×. Post-roll: 0.55×. Programmatic: 0.30×. Sponsored episode (full integration): 2.0–3.5×.

Most independent podcasters should be selling host-read mid-rolls and resisting sponsor pressure to move to pre-roll at the same rate. Pre-roll converts better for the sponsor, which is precisely why you should be charging more for it — not less.

The floor is not the target.

The median CPM is your opening position, not your destination. A sponsor who has run three successful campaigns with you, who sees consistent conversions, and who is renewing a relationship is paying for something the benchmark does not capture: certainty. Renewal rates should trend toward the high end of the niche band. First-campaign rates can sit at median. Trial campaigns — where the sponsor is testing — can go slightly below, provided you have a clear path to renewal at full rate after results land.

CastMath's Sponsor Rate Calculator runs this calculation against your actual RSS downloads and niche, then outputs a rate you can send to a sponsor.

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NOTE 02 · FINANCE · 2 MAY 2026

The episode P&L most podcasters never run.

Every podcaster who monetises can tell you their total revenue for the year. Very few can tell you which episode earned the most money, which cost the most to produce, and which format consistently outperforms the others. That is the difference between knowing what your show makes and understanding how it works as a business.

The episode P&L is the calculation that closes that gap. It is not complicated. It is just a discipline almost nobody applies.

Why episode — and not show-level or quarterly?

Show-level revenue averages everything. A strong interview episode with a $2,000 sponsor deal and a slow solo episode with no sponsorship look identical in a quarterly view: two episodes, some revenue, some costs. But their P&L profiles are entirely different. The interview cost four hours of your time plus two hours of editing. The solo cost one hour. The interview had one sponsor. The solo had none. The episode P&L reveals this. The quarterly summary hides it.

When you know the P&L at episode level, you can ask real questions: Is the interview format worth the production cost? Which sponsor categories generate the highest revenue per episode? Are my longest episodes more profitable than my short ones? None of these questions can be answered from a quarterly summary.

The revenue side.

Revenue per episode has more inputs than most podcasters account for:

Sponsor income. The most obvious. Tag the full sponsor fee to the episode it ran in. If a sponsor runs across three episodes, allocate the fee proportionally — one third per episode — or tag it fully to the primary episode if the deal was episode-specific.

Affiliate commissions. If you drove a referral in an episode and received a commission, that belongs to the episode. This is often left untracked because the commission arrives weeks after the episode. Track it anyway. The episode earned it.

Listener support allocated per episode. If you run a Patreon or Supercast, your membership revenue is a function of total output. A reasonable allocation method: divide monthly membership revenue by the number of episodes that month and assign that amount per episode. Imprecise, but directionally correct — it captures the fact that regular output sustains memberships.

The cost side.

Editing and production. If you pay an editor, tag their fee to the episode. If you edit yourself, assign an hourly cost based on your time value — the going rate for freelance audio editing is $30–$60/hour; use whichever end of that range reflects what you would pay to get your time back.

Recording platform. If you use Riverside or Squadcast, divide the monthly fee by the number of episodes recorded that month and allocate per episode.

Show notes and transcripts. If you pay for these, tag the cost to the episode. If you generate them with AI, the cost is a fraction of your subscription fee — allocate it proportionally.

Your production time. Set a value for your time. The common objection is "I love doing it so it's not a cost." That is a lifestyle choice, not a financial reality. If you would not pay someone $0/hour to do this work, your time has a value. Use a conservative number — $25 or $50/hour — and track it. This single input often reveals that episodes you thought were profitable are break-even or negative once your time is included.

Running the calculation.

Episode net = (sponsor income + affiliate commissions + membership allocation) − (editing + recording platform + show notes + transcription + your production time).

Run this for every episode over a quarter. Rank them. The pattern that emerges is almost always surprising. Interview episodes with premium sponsors often have the highest gross revenue but the highest cost. Solo episodes have lower revenue but near-zero variable cost. Roundtable episodes tend to have the lowest revenue per episode and the highest time cost.

The format that pays you most per hour of work is rarely the format you would have guessed before running the numbers.

What to do with the answer.

If your interview episodes are consistently the most profitable, double them. If solo episodes are unprofitable even with a sponsor, reconsider whether they earn their place in the schedule. If one sponsor category (B2B software, for example) consistently outperforms others at the same CPM, prioritise those outreach conversations.

The episode P&L does not make decisions for you. It makes the decisions you were already making implicitly into something you can see and argue with.

CastMath tracks revenue and expenses at episode level. Voice-enter a sponsor payment. It tags to the episode automatically.

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NOTE 03 · STRATEGY · 2 MAY 2026

When can you quit your day job? The actual calculation.

The question almost every monetising podcaster carries around with them — usually silently, often for years — is some version of: when will this be enough? When can I make this the thing, instead of the other thing?

The answers people give themselves are usually based on feelings. "When it feels stable." "When downloads hit 50K." "When I'm making what I make at my job." None of these is the right frame. The right frame is a calculation. Here it is.

The four numbers you need.

1. Monthly committed costs. Every non-negotiable expense in your life — rent or mortgage, utilities, insurance, food, debt repayments, minimum savings rate, podcast production costs. Not what you spend; what you must spend to maintain your current commitments. This number is probably lower than you think when you strip out discretionary spending. Calculate it honestly.

2. Monthly recurring podcast income. Not total revenue. Not potential revenue. Confirmed, repeating income from sources that will not disappear if you stop hustling for two weeks. This means: Patreon or membership income that has been stable for three or more consecutive months; sponsor relationships with signed contracts covering at least the next 90 days; affiliate income that has been consistent for three or more consecutive months.

Variable and one-off income does not count here. A single $5,000 sponsor deal is not recurring. A sponsor who has renewed twice and just signed for another quarter is approaching recurring.

3. Pipeline probability-adjusted revenue. Look at your current sponsor pipeline. Apply your historical close rate to the deals in each stage. If you close 60% of late-stage pitches, and you have $8,000 of deals in late stage, that is $4,800 in probability-adjusted pipeline. This is not recurring income — it is a one-time cash injection, but it matters for the short-term cashflow picture.

4. Tax liability on self-employed income. This is the number most podcasters forget when doing this calculation. When you are employed, tax is withheld before you see the money. When you are self-employed, it is not. In Australia, sole traders pay income tax plus the Medicare levy; there is no withholding. In the US, self-employed individuals pay self-employment tax (15.3% on the first $176,100 in 2026) on top of income tax. In the UK, you pay Class 4 National Insurance and income tax via Self Assessment.

As a rough guide: if your podcast income will be your primary income, set aside 25–35% for tax depending on your jurisdiction and income level. Factor this into your target monthly income, not out of it.

The calculation.

Your recurring podcast income (after tax provision) must exceed your monthly committed costs before the quit date makes sense. This is the floor.

A worked example. Podcaster in Australia, running a business podcast, 22,000 downloads per episode, two episodes per week. Monthly committed costs: $4,200. Day job salary after tax: $7,800/month.

Current recurring podcast income: $3,100/month (two sponsors on 90-day contracts, Patreon at $600/month stable for six months, affiliate steady at $400). Tax provision at 30%: $930. Net recurring: $2,170.

Gap to floor: $4,200 − $2,170 = $2,030/month to close before the floor is covered.

At the current trajectory — adding one new sponsor contract per quarter, growing Patreon by 8% per month — this gap closes in approximately 4.5 months. Add a 3-month buffer (the minimum recommended before leaving employment) and the realistic quit date is 7–8 months out.

The numbers people forget.

Income replacement costs. Some benefits come with employment that disappear when you leave: employer superannuation contributions (11.5% in Australia in 2026), employer health insurance contributions (if you are in a country where this applies), and in some cases, life or income-protection insurance. These become your own costs. Budget for them.

The volatility buffer. Podcast income is not a salary. Sponsors cancel. A show in your niche launches and eats your ad inventory. A platform changes its algorithm and affects your Patreon growth. The standard recommendation from financial planners working with freelancers is six months of committed costs in liquid savings before leaving employment. For podcasters — where income concentration risk is high if two or three sponsors represent the majority of revenue — nine months is more prudent.

The income concentration test. If any single sponsor represents more than 30% of your recurring income, that income is not truly recurring for planning purposes. An account that is too large to lose without serious disruption requires its own contingency plan before you pull the salary pin.

The answer is always a date range, not a date.

At your current trajectory, you can quit between Month 7 and Month 10. If you close two of the three late-stage deals in your pipeline and one converts to a recurring contract, that range compresses to Month 4 to Month 6. If your largest sponsor does not renew, the range extends to Month 12 to Month 15.

Running the range — not a single optimistic number — is the discipline that separates a sustainable decision from a hopeful one. The calculation does not tell you when to quit. It tells you the range of conditions under which quitting is financially defensible, and what events would bring that date forward or push it back.

The question is not "when will my podcast make enough?" It is "what confirmed income, at what level, sustained for how long, gives me a foundation that withstands a bad quarter?"

CastMath's "Quit the day job" calculator runs this calculation from your live pipeline, cashflow forecast, and tax estimates.

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