CTV Reach & Frequency Calculator

A connected-TV plan can post a big impression number and still reach almost nobody new, because the same households see the ad again and again. This calculator separates the two things that matter: how many unique households you reach, and how many times each one sees the ad. It then tells you whether the budget is spread too thin, sized about right, or wasted on repetition.

Reach is the number of unique households that see your ad at least once. Frequency is the average number of times each of those households sees it. Enter your budget, CPM, target audience size, and the average frequency you want; the tool returns total impressions, unique reach, the share of the audience covered, the effective frequency each household actually gets, and the cost per reached household. As a rule of thumb, three or more exposures help a message stick, while more than about ten is usually wasted.

The calculator

CTV Reach & Frequency Calculator inputs and result

Selecting a platform writes a benchmark CPM into the field below.Netflix ads (RGM benchmark, informed by eMarketer): premium SVOD pricing — roughly $20–$30 programmatic, $45–$65 direct-sold; the priciest tier.
Total media budget for the flight.
Cost per thousand impressions.
Households (or people) you want to reach.
Average exposures per reached household.
Weeks the campaign runs.
✓ Healthy frequency for a reached household
Unique household reach
0
0total impressions
0% of audience reached
0cost per reached household
Export
Reach, coverage, and cost at different target frequencies
Target frequencyUnique reach% reachedCost per reached HH

Walkthrough

How to use this calculator

  1. Pick the platform or formatChoosing the inventory type loads a benchmark CPM as a starting point. It reflects typical market rates, not your specific deal, so swap in the CPM from your media plan as soon as you have it.
  2. Enter your budget and CPMUse working media dollars and the cost per thousand impressions for this buy. Together these set the total impressions the campaign can deliver.
  3. Set the target audience sizeEnter how many households or people you want to reach. Keep the unit consistent with your media plan so the reach figures line up with what your team reports.
  4. Choose your target frequencySet the average number of times you want each household to see the ad. The calculator uses this to split impressions into unique reach and repetition.
  5. Read the verdict and test the tableCheck unique reach, percent of audience covered, and effective frequency, then use the sensitivity table to see how reach and cost shift as you raise or lower the frequency target. Export it for your media plan.

From the desk

RGM Expert Says

Real Growth Matters — Connected TV & reach planningHow we use this tool with clients

Connected TV is sold on impressions, but impressions are the wrong unit to manage a brand campaign by. We have reviewed plenty of CTV buys that delivered every impression on the insertion order and still reached a narrow slice of the target, because a small group of heavy streamers absorbed most of the frequency. The first thing we do with any CTV plan is convert the impression number into unique reach and effective frequency, which is exactly what this calculator does.

The number that settles most planning arguments is effective frequency, the average times a reached household actually sees the ad. Decades of recall research, going back to Herbert Krugman's work on exposure, point to roughly three exposures as the threshold where a message starts to register, and to sharply diminishing returns once you climb past about ten. When a plan comes in under three, the budget is usually spread too thin to land; when it runs past ten, you are paying to annoy people you have already convinced.

The practical lever is the frequency cap. Cap the number of times any one household can see the ad, and the impressions you save flow automatically into reaching new households, which lifts your unique reach and lowers your cost per reached home at the same budget. Use this tool to find the frequency that balances landing the message against buying fresh reach, then hold the campaign to it.

The math

How it works

The math is the standard reach-and-frequency identity. Impressions come from the budget and CPM; everything else divides those impressions into how many households you reach and how often each one sees the ad.

Impressions = Budget ÷ CPM × 1,000
Unique reach = min(Audience, Impressions ÷ Target frequency)
% of audience reached = Unique reach ÷ Audience
Effective frequency = Impressions ÷ Unique reach
Cost per reached household = Budget ÷ Unique reach
  • Impressions — the total number of ad views the budget buys at the given CPM.
  • Unique reach — the number of distinct households that see the ad at least once, capped by the size of your audience.
  • Effective frequency — the average number of times each reached household sees the ad; the number that decides whether the message lands or is wasted.
  • Cost per reached household — the budget divided by unique reach, which is what you actually pay to put the ad in front of one home.

This is a planning model. It assumes impressions are distributed to hit your target frequency and that reach cannot exceed the audience you defined. Real delivery skews toward heavier viewers, so an uncapped campaign usually lands at a higher frequency and lower unique reach than the plan; a frequency cap pulls actual delivery back toward these figures. The three-exposure threshold is a long-standing rule of thumb from Krugman’s exposure research, not a precise law.

Why it matters

Why impressions alone tell you almost nothing

An impression count answers only how many times the ad played, not how many people it reached or how often each one saw it. Two CTV plans can deliver the identical number of impressions while one reaches a broad audience a few times each and the other hammers a small group dozens of times. The first builds awareness; the second wastes most of the budget. You cannot tell them apart from the impression number, which is why reach and frequency have to be reported separately.

Connected TV makes this worse than linear ever did, because streaming viewership is concentrated. A minority of households stream many hours a day, and an uncapped buy will serve them a large share of the impressions simply because they are available. The result is a plan that looks fully delivered on paper but quietly over-frequencies the heaviest viewers and under-reaches everyone else. Splitting impressions into unique reach and effective frequency exposes that imbalance before the money is spent.

Effective frequency is the discipline that ties it together. Too little and the message never registers; too much and you pay to repeat yourself to people who already got it. Knowing the effective frequency your plan will deliver, and setting a frequency cap to control it, is the difference between a CTV buy that builds reach and one that just runs up an impression total.

Benchmarks

What to expect from CTV reach and frequency

These are directional planning ranges, not guarantees. Actual CPMs and delivery depend on your deal, targeting, and how concentrated your audience's viewing is. Use them to sanity-check a plan, then replace them with your own numbers.

Platform / inventoryTypical CPM range (RGM)Reach-and-frequency watch-out
Netflix ads~$20–$30 prog / $45–$65 directPremium tier; cap frequency to protect reach
Disney+ / Hulu~$30–$45Higher for live & sports adjacency
Amazon Prime Video~$25–$60Broad logged-in scale; varies by targeting
Roku~$25–$35Strong household reach; verify dedup
YouTube TV / CTV~$14–$20Cheaper & more stable than premium SVOD
Samsung / LG / Tubi / Pluto (FAST)~$15–$25Value tier; ad-tolerant audiences
Programmatic open exchange~$20–$35Lowest CPM, widest quality variance
Premium / direct-sold~$45–$65+Best scale & brand safety
Effective frequency target~3–10×Below 3 rarely lands; above 10 is waste
CPM ranges are RGM benchmarks, directional only — confirm against your insertion order. Sources: eMarketer CTV benchmarks, adwave average-CTV-CPM reports, and Roku 8-K filings. See RGM’s measurement library.

Voices worth trusting

What media planners say about frequency

The impression total is a delivery receipt, not a measure of who you reached. Reach and frequency are the two numbers a media plan actually has to defend.
RGM analysis
on connected-TV planning
Around three exposures is where a message begins to register; beyond that, each additional exposure does steadily less. Frequency is a curve with a flat top, not a line that keeps paying off.
exposure research, paraphrased rule of thumb

Go deeper

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FAQ

Common questions

What is the difference between reach and frequency?
Reach is the number of unique households that see your ad at least once. Frequency is the average number of times each of those households sees it. A campaign can have high impressions with low reach if a small group sees the ad many times, so the two numbers always have to be read together.
What is a good effective frequency for CTV?
Most planners aim for an effective frequency of roughly three to ten. Below three, the recall research suggests the message rarely registers. Above ten, each extra exposure does little except waste budget and risk irritating viewers who have already seen the ad.
How is unique reach calculated here?
The tool divides your total impressions by your target frequency, then caps the result at your audience size, since you cannot reach more households than exist in the target. That gives the number of distinct households the plan can reach at the frequency you chose.
Why is my effective frequency higher than my target?
If your budget buys more impressions than are needed to reach the whole audience at your target frequency, reach hits the audience cap and the extra impressions raise the average frequency instead. That is the over-frequency signal, and a frequency cap is the usual fix.
What does a frequency cap do?
A frequency cap limits how many times any one household can see the ad. Once a household hits the cap, the impressions that would have gone to it are served to new households instead, which raises unique reach and lowers your cost per reached household at the same budget.
Should I use households or people for the audience?
Use whichever unit your media plan and CTV platform report in. Connected TV is often planned in households because a single screen is shared, but if your buy is measured in people, enter people. Just keep the unit consistent across the budget, CPM, and audience figures.

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