How Long Does Google Ads Take to Work?
A realistic timeline for contractors: what week one tells you, what the learning period actually is, and how to tell a young account from a broken one.
By Gavin Sevastian · Updated August 11, 2026 · 5 min read
Short version: very little you see in the first week is reliable performance evidence. "How long does Google Ads take to work" is really a question about how much data the account has collected, not how many days have gone by, and those two things come apart faster than most people expect. Two contractors who launch on the same Monday can be months apart on readable numbers, both doing everything right.
There are two ways to get this wrong. One is worrying about a campaign that is behaving completely normally. The other is waiting patiently on a campaign that has never once recorded a conversion. This page is about telling those apart, using the numbers Google actually publishes and being honest about the ones it does not.
The short answer, and the ranges Google actually publishes
Google publishes conditional guidance for bid-strategy calibration, and it is worth reading slowly. Its dedicated learning-period duration page gives the most complete qualification. A separate Google campaign setup guide says significant changes typically take 5 to 7 days. Neither is a promise about when your first lead will arrive.
What Google actually publishes about the timeline
The sentence is: "It can take up to 3 weeks or 1-2 conversion cycles for the bid strategy to calibrate to the new objective, although it can be faster depending on the amount of conversion data present."
Notice what that is a statement about. Bid strategy calibration. Not lead flow, not your phone ringing, not profit. It describes how long the automated bidding system takes to settle against a new objective, which is one input into results and not the same thing as results.
Why "up to 3 weeks" is a ceiling, not a schedule
Three phrases in that sentence are doing real work: "up to", "or 1-2 conversion cycles", and "depending on the amount of conversion data present". Google gives you an upper bound, an alternative unit of measurement, and an explicit dependency. It does not give you a countdown.
So when someone tells you flatly that Google Ads takes 90 days, or 30, or six weeks, ask what the number describes and what account data it uses. Google's calibration guidance does not turn any of those dates into a universal performance schedule.
What is genuinely unknowable on day one
The learning-period page does not give a first-lead deadline, average, or trade benchmark. This page is not going to turn a calibration window into one.
That absence is a real finding rather than a gap. What Google does publish is a way to tell whether your account is accumulating the data that shortens the wait, which is a far more useful thing to know in week two than a made up date.
Week one is mechanical, not performance
Most week one panic is about machinery, not results. There are two completely different questions hiding inside "how is it going", and only one of them is answerable today. "Is this actually running properly" you can settle this afternoon. "How is this performing" you cannot settle yet, and trying to will just give you a wrong answer confidently.
Ads under review are not ads performing badly
Before you read a single metric, read the status column. An ad sitting in review is not an ad losing to your competitors. It is an ad that has not entered the auction.
Google says most ads are reviewed within one business day, although complex reviews can take longer. If an ad has been under review for more than two full business days, check its status. If it remains there for more than a week, Google says to contact support. That is a review issue, not evidence about campaign performance.
Enabled is not the same as competing
A campaign can be technically live and barely spending. Budget pacing, a thin daily budget against an expensive click, and a small pool of eligible searches all mean calendar time is passing while very little is actually happening.
Two weeks at four clicks a day is 56 clicks. That can be enough to inspect search terms and delivery mechanics, but it is often too little for a stable conversion-rate verdict. Elapsed time only counts as performance evidence to the extent it came with relevant traffic and spend.
If you switched on Local Services Ads in the same week, keep them separate in your head. That is a different product with its own setup path, its own verification steps and its own clock, and mixing the two makes both look confusing. Our guide to Local Services Ads for contractors covers that side on its own.
What week one can rule out
The first week can establish whether the campaign is eligible to serve, whether spend is actually occurring, whether calls and forms are visible, and whether the traffic is coming from places the business serves. Those are categorical conditions, not performance conclusions. A manager should be able to show evidence for them without pretending that a handful of early conversions predicts the month.
What the learning period actually is, in plain terms
If your campaign table says "Learning", that is a specific technical status with a specific meaning, and it is worth knowing because it is the thing most often used to explain away a bad month. Google's page on bid strategy statuses sets out what the label does and does not mean.
What bid strategy learning means when you see it in the table
It means the automated bidding system is calibrating after a new or reactivated strategy, a strategy-setting change, or a change to the campaigns, ad groups or keywords included in the strategy. It continues bidding while it adjusts.
Calibration is the right word. Warm up is not, because warm up implies the engine is cold and producing nothing, and that is not what is happening. Which strategy you are on changes the picture significantly, and our guide to Google Ads bid strategies covers the differences.
The system is not switched off while it learns
During calibration the campaign is bidding, spending and producing data. It is doing the job with less confidence, not standing still.
What Google actually cautions is about reading the numbers, not about the campaign being idle: "Continue using your account as usual, but be mindful that key metrics may vary during this time, so you may not want to measure performance until the learning period is over." That is guidance about your judgment, not about the machine.
The label disappearing is not the finish line
Here is the part that gets left out. Google states plainly: "Our algorithms continue to learn even when the bidding status no longer shows 'Learning'."
There is no moment when the account is finished. Anyone selling you a date on which optimisation completes, after which the thing simply runs, is selling you something. The label clearing is a checkpoint, not a graduation.
What restarts the learning period, and what does not
This is the section with the least search volume and the most practical value, because most of what contractors get told about resetting learning is folklore. The folklore makes people either freeze up completely or rebuild constantly, and both are expensive. Google's page on how its bidding algorithms learn settles a surprising amount of it.
The changes Google lists as triggers
Google names a new or reactivated bid strategy, a change to a strategy setting, and a composition change, which it defines as campaigns, ad groups or keywords being added to or removed from the bid strategy.
That third one is the one people trigger by accident while tidying up. Reorganising ad groups on a quiet Tuesday feels like housekeeping and lands as a structural change. It is one of the more common self inflicted wounds we cover in common Google Ads mistakes contractors make.
Changing your target CPA or ROAS does not reset anything
This one contradicts a great deal of published advice, and Google could not be clearer: "Changing a target won't trigger a 'learning' status, and won't reset anything Smart Bidding has already learned about your account."
It goes further and tells you to stop tiptoeing: "You should feel comfortable changing CPA and ROAS targets as frequently as you would like, and by as large a magnitude as you would like." If someone has told you not to touch your target for a month, that instruction is not coming from Google.
Rebuilding does not wipe what the account learned
The other piece of folklore is that a rebuild sends you back to zero. It does not. Google states that conversion data is used at the search query level: "conversion data is leveraged at the search query level across ad groups and campaigns."
Moving keywords between ad groups does not force the system to relearn everything from scratch. That said, do not read this as permission to churn. What rebuilding actually costs you is a fresh calibration window, a break in your own reporting continuity, and, most expensively, an undiagnosed root cause that is still sitting there untouched after the rebuild is finished.
| Change | Restarts calibration? | What it actually costs you |
|---|---|---|
| A new or reactivated bid strategy | Yes | A fresh calibration window on a campaign that had already paid for one. |
| Changing a bid strategy setting | Yes | Same. Worth it for a real fix, not for a tidy up. |
| Adding or removing campaigns and ad groups from the strategy | Yes | The one most often triggered by accident during reorganising. |
| Changing your CPA or ROAS target | No | No reset, but bids react immediately and a large change can create volatility for one or two conversion cycles. |
| Adding negative keywords | Not among the changes Google lists | No documented Learning reset, although the traffic mix can still change. |
| Reactivating a bid strategy | Yes | A fresh calibration window. Pausing a campaign is not, by itself, the same documented trigger. |
Conversion volume, not the calendar, sets the pace
This is the central argument of the whole page. Google expresses nearly all of its timing guidance in conversion cycles rather than in days, and that is not vagueness. It is the platform telling you directly that the clock runs on data.
Conversion cycles, not days
Google defines a conversion cycle as "the amount of time it takes for a click to result in a conversion", and then uses that unit everywhere it talks about timing. Its advice on evaluating changes is to "allow enough time (at least one conversion cycle) to pass before evaluating performance", and to "allow 1-2 conversion cycles for the system to stabilize after major changes to bidding or budget before you make further adjustments".
Every one of those instructions is impossible to convert into a date without knowing how many conversions you are collecting. Which brings us to arithmetic.
The arithmetic, worked
Time to signal is roughly your monthly clicks multiplied by your conversion rate. Here is that worked out in public using published averages, so you can redo it with your own numbers. The 30-conversion figure in the last column is an illustrative evaluation window, and there is an important caveat about it in a moment.
| Daily budget (USD) | Clicks per month | Conversions per month | Months to reach a 30 conversion window |
|---|---|---|---|
| $30 | about 109 | about 8.8 | about 3.4 |
| $60 | about 219 | about 17.6 | about 1.7 |
| $100 | about 365 | about 29.4 | about 1.0 |
Read the first and last rows together, because that is the finding. A contractor on the bottom budget and a contractor on the top budget can both be running clean, well built accounts, and be roughly three months apart on when their numbers become worth reading. Neither of them is doing anything wrong. The calendar is simply a bad proxy for evidence.
If your own average CPC is much higher than the figure above, and in several trades it is, the arithmetic stretches accordingly. Our guides on what Google Ads cost for contractors and what a contractor should spend go into what to do when the maths says your budget buys too little data to learn from. Source for the averages above: LocaliQ and WordStream's 2026 Search Advertising Benchmarks.
The 30-conversion guideline almost everyone misquotes
Google's current general bidding FAQ says results are more accurate with at least 30 conversions, while its current Smart Bidding measurement guidance says a period with at least 50 conversions can give a clearer perspective. Those are evaluation guidelines. They are not a universal activation gate for automated bidding.
On Target CPA bidding Google says both things on the same page: "For evaluation, we recommend you measure performance for the last 30 days, including at least 30 conversions", and separately, "Advertisers can start using Target CPA with no conversion history, and Target CPA is effective for campaigns of all sizes." Those are different claims about different things.
Why your first few weeks look worse than they actually were
There is a mechanical reason a young campaign's numbers get better after you stop looking at them, and it has nothing to do with the ads improving. Google reports conversions against the day of the click, not the day the conversion happened, which means recent days are structurally incomplete and quietly revise upward. This is documented in Google's page on conversion lag reporting and it is probably the single most common cause of a contractor concluding things are getting worse at exactly the moment they are getting better.
Last week's numbers are a draft
Someone clicks your ad on Tuesday, thinks about it, and books on Sunday. Google files that conversion under Tuesday, because Tuesday is when the click happened. So Tuesday's cost per lead was never what Tuesday's report said on Wednesday morning.
Google puts the consequence plainly: because it reports conversions by query date, "they can sometimes cause CPA to look inflated and ROAS to look deflated." Inflated cost, deflated return, and both correct themselves later without anybody doing anything. If you open the account every morning and read the last seven days, you are reading a draft every single time.
The configured window is not the same as the usual lag
The conversion window sets the longest eligible delay between an ad interaction and a conversion. From Google's documentation on conversion windows: "For Search and Display campaigns, if you don't customize the conversion window, a 30-day default window will be applied to your conversions."
That does not mean every click takes 30 days to settle. The window is an attribution ceiling, not a prediction of normal delay. Use the account's conversion-lag report and your actual click-to-lead or click-to-sale cycle to decide how much of the recent period is still incomplete.
Then the comparison problem. Put a fresh, lag-affected period next to an older settled one and the fresh period can look worse by construction. The decline may be partly a draft-versus-final difference, so check expected remaining conversions before acting.
The second lag nobody counts: lead to booked job
The lag Google documents ends when the lead lands. Yours does not. A quote request is not a booked job, and everything between the two happens off the platform where no reporting can see it.
Estimate scheduling. Quote turnaround. The homeowner talking it over with their spouse. Two other quotes they wanted before deciding. Waiting for the weather, or for a pay cheque, or for the season. On larger tickets that stretch runs weeks and sometimes longer, and it means your cost per lead can look completely settled while your cost per booked job is still entirely unknown.
Which is why judging a young account on cost per lead alone, with no job value attached to it, is a judgment made on the wrong number at the wrong time. A campaign producing expensive leads that close at a high rate on big jobs beats a campaign producing cheap leads that never book, and the report cannot tell those apart. Our cost per lead by trade guide goes into what that number is and is not good for.
The order your numbers become readable
Your metrics do not all arrive at once. They arrive in a fixed sequence, each one needing more volume than the last, and most bad calls come from judging a stage before its metric is readable. That produces false panic early and false comfort late.
What you can read within days
Impressions first, which only tell you the ads are entering auctions. Then search terms, and this is the important one, because search terms are the earliest honest signal you have access to.
Long before there are enough conversions to say anything about conversion rate, you can read what people actually typed to trigger your ad. That does not require patience or volume or calibration. If the traffic is wrong, if you sell furnace installs and you are paying for people looking for filters, that is knowable this week and fixable this week.
What takes weeks
Click quality, engagement on the page, and eventually conversion rate. These need volume, and volume is budget divided by cost per click, which is the arithmetic from the section above.
The honest thing about this middle band is that it is where people make some of their worst decisions. There is enough data to form an opinion and often not enough to know whether it will hold. A conversion rate built from a small sample can move sharply when one lead is added or removed.
What takes a season
Booked jobs, close rate, and the only number that actually settles the question: revenue against spend. On higher ticket trades this genuinely runs past the first month, sometimes well past it.
Any verdict delivered before that point is a verdict on a proxy. Proxies are useful, and you should absolutely be watching them, but you should know which one you are holding when you make the call.
The order of evidence is more useful than a dated schedule. Delivery appears first, search intent can be inspected soon after, conversion economics need enough volume to resist one unusual lead, and profitability waits for the sales cycle. A calendar cannot move those stages forward when the account has not produced the underlying evidence.
Young or broken? The checks that settle it in an afternoon
This is the section you came for. There is a point where patience stops being a virtue and starts being an excuse, and the difference is not a date on a calendar. It is a question you can actually answer, in an afternoon, without waiting for anything.
The distinction that governs everything: categorical versus statistical
Statistical immaturity is having too few conversions to say anything confident. Wide swings, an unlucky run of zeros, a cost per lead that halves and doubles week to week. This genuinely resolves with more data. Waiting is the correct response and impatience costs you money.
A categorical fault is something that is simply not happening at all. It does not resolve with any amount of time, because time is not the missing ingredient. Every day you wait on a categorical fault is pure loss, and worse, at the end of it you will have a confident wrong conclusion built on a number that was never real.
Everything else here follows from telling those two apart. The good news is that categorical faults are the easy ones to check, because they are binary. Something is either firing or it is not.
The categorical faults, each checkable in minutes
Ads not serving, or sitting disapproved. Conversion tracking that has never once recorded an event. Phone calls not tracked at all, which is very common in the trades and makes a perfectly healthy campaign read as completely dead. Ads pointing at a page that does not match what was searched, or that does not load properly on a phone. Searches coming from well outside the service area. Budget going unspent week after week. Calls ringing out because nobody is picking up the phone.
None of those are performance problems. They are plumbing problems, and no amount of calibration fixes a disconnected pipe.
Google's own guidance on measuring Smart Bidding performance tells you where to look when a campaign is producing nothing. It says to "verify conversion actions are active and Recording conversions in the Conversions settings", and to "verify there are no critical billing holds or policy violations in the Policy Manager" while ensuring "ads and assets are Enabled and not Disapproved or Under Review". That is a fault checklist, not a patience checklist.
What separates immaturity from a fault
A young account has working measurement, relevant searches and eligible ads, but too little volume for a stable rate. A broken one has a categorical gap: the intended event never records, ads cannot enter auctions, material spend reaches the wrong service or place, or the contact path fails after the click. The first needs evidence. The second needs diagnosis before another dollar adds more noise.
If someone else runs the account, ask for evidence that measurement, delivery, intent and contact paths are intact rather than a general assurance that it is early. Our guide on whether your Google Ads agency is doing a good job covers what a reasonable answer looks like, and if the specific symptom is clicks arriving without the phone ringing, why your Google Ads are not getting calls takes that one apart properly.
Define what would justify a review before you need one
Patience works much better as a decision made in advance than as an open ended default. Without an agreed reason to revisit the plan, "it's still early" has no expiry date, and accounts drift for months on a phrase nobody ever tests.
Both directions of error are live at the same time
A run of zero conversions on a small number of clicks is frequently ordinary variation. That is true, and a contractor who panics at day nine and rips the campaign apart has destroyed the only thing that was going to answer his question.
The same sentence is also the standard cover for an account where tracking never fired. It sounds identical coming out of either mouth. Any guide that only warns you about impatience is doing you a disservice, because the expensive version of this mistake is the quiet one, and it never announces itself.
Why a fixed duration can be useful or misleading
The same calendar window can contain very different amounts of relevant traffic, and the sales cycle can delay the business outcome even after a lead arrives. That makes a universal deadline unreliable. When someone recommends waiting, ask what evidence is expected to become clearer during that time and what decision it will support. If neither answer is specific, the duration is reassurance rather than analysis.
Whether the result is worth waiting for at all is a separate question. Whether Google Ads are worth it for contractors is the place to weigh channel economics without pretending the same threshold fits every account.
What a useful pre-launch agreement contains
Agree on the business outcome that would count as progress, the known uncertainties, and the conditions that would demand diagnosis rather than more patience. Those conditions should distinguish a categorical fault from ordinary variation and should reflect the business's real tolerance for uncertainty. They are a judgment made from the account and the business, not a reusable spend-and-click equation.
Ontario seasonality can distort your entire first month
Here is a mechanism that has nothing to do with Google and everything to do with when you launched. Conversions drive how fast your account becomes readable. Home service activity in Ontario swings hard by month. Put those together and the same budget, on the same settings, collects data at meaningfully different speeds depending on the month you started.
Launching into the trough versus launching into the ramp
A campaign launched in the second week of January and an identical campaign launched in the second week of May are not running the same experiment. One is collecting conversions into a rising market, the other into a flat one.
This is not a Google behaviour and no bidding setting fixes it. It is a demand behaviour, and it flows straight into the arithmetic: fewer conversions per month means a longer wall clock wait for the same amount of evidence.
What the construction employment curve does and does not tell you
Statistics Canada publishes monthly labour force data by industry, including an unadjusted Ontario construction series. It can help you see that activity is not flat across the calendar, but it cannot tell you how many homeowners searched for your service or how those visitors converted.
Be precise about what that measures, because it is easy to overstate. It is construction sector employment in Ontario, unadjusted for seasonality. It is a proxy for how much work is happening. It is not a measure of homeowner search volume, click volume, or conversion rate, and nobody should quote it as one.
Reading a first month that straddles a season change
If your first four weeks span the shoulder of your season, the trend line inside those four weeks is not a trend. It is the calendar, and it will look like performance because it arrives wearing performance's clothes.
The honest move is to name your own trade's curve out loud before you draw any conclusion, ideally in writing, at launch. Seasonal trades feel this hardest, and our guides on getting landscaping leads and getting pest control leads go into how sharp those curves get.
What actually shortens the timeline
Everything in this section is something you could do yourself, which is exactly the point. None of it is clever. All of it is continuous, and continuity is the part that turns out to be hard.
Tracking that captures calls, not just forms
More genuine conversions recorded give the bidding system more relevant signal, and contractor enquiries often include phone calls. An account measuring only form fills can miss part of that signal and look worse than the underlying lead flow.
This is not a growth tactic. It closes a measurement gap so the account can use evidence you already paid for.
Search terms and negatives, every week
Cutting wrong traffic raises the share of your budget that can actually produce a conversion, which directly shortens the arithmetic. It is also the fastest signal you have, readable within days rather than weeks.
It is unglamorous and it never finishes, because the queries keep changing. A list built in March is not a list that serves you in September. Trade specific patterns help, and getting roofing leads covers what that looks like in one of the tougher ones.
Relevance, not age
Quality diagnostics do not improve because the account got older. Google's page on Quality Score for Search campaigns describes a trailing relative comparison: "This evaluation is based on a comparison with other advertisers whose ads showed for the exact same search over the last 90 days."
Read that carefully. You are being scored against the other advertisers on the same searches, over a rolling window. It moves when the keyword, the ad and the page get tighter together. Time alone does nothing, and waiting for quality to improve on its own is waiting for something that has no mechanism behind it.
The recurring work protects four boundaries: relevant demand, trustworthy measurement, eligible delivery and a contact path somebody actually answers. Which one deserves attention changes with the account. Treating them as a fixed checklist encourages activity even when the evidence points somewhere else.
Launch work is finite. What compresses or stretches the timeline afterwards is what happens every week after that, and that part has no finish line.
When patience is the wrong answer
The section on young versus broken gave you the diagnostic. This one names the situations where more time is a cost rather than an investment, so you have permission to move.
You are waiting on a decision, not on data
If nothing has changed in the account for six weeks and nothing is scheduled to change, you are not being patient. You are stalled, and the two feel identical from the inside.
Data only accumulates into an answer if somebody is going to act on it. Waiting is only productive when it ends in a decision that was defined before the waiting started.
More budget does not speed up a broken account
Budget scales whatever the account is already doing. On a structurally sound campaign it buys data faster, which genuinely does shorten the timeline. On a broken one it buys waste faster and nothing else.
Adding spend to fix a problem you have not diagnosed is the most expensive form of patience there is, because it feels like action while producing exactly the same information as doing nothing, only dearer. Diagnose first. If the account is clean and simply thin, then more budget is the right answer and it works quickly.
Pausing and relaunching resolves nothing
Reactivating a bid strategy is one of Google's documented Learning triggers. Pausing and restarting without diagnosing the original problem can also break your own reporting continuity while leaving the root cause untouched.
If you do pause, pause with a written reason and a written condition for coming back. Otherwise you will reproduce the same month later in the year and be no wiser. This applies to seasonal pauses too, which are often sensible and are still worth writing down. Market conditions differ sharply across the region, and our GTA page covers what that looks like locally.
The decision this timeline should change
The one idea worth keeping: the clock runs on conversions, not on days. Two accounts launched the same Monday can be months apart on readable data, and the difference is how much evidence each one collected, not how patient either owner was.
Which means the fastest way to shorten your own timeline is unglamorous. Confirm the account is producing trustworthy evidence, remove obvious categorical faults, and define the business outcome that will eventually settle the verdict. Then give the remaining uncertainty room to resolve instead of changing the test every week.
If owning that distinction throughout the season is the part you do not have time for, I manage it as a standing responsibility for contractors, not as a promise that every account should succeed by the same date.
Common questions
Google publishes one figure and it is conditional. Its documentation says calibration can take up to 3 weeks or 1 to 2 conversion cycles, although it can be faster depending on how much conversion data is present. That is an upper bound tied to your data volume, not a countdown. A low volume account can sit at the top of that range while a busy one clears it in days.
It means the automated bidding system is calibrating after a new or reactivated strategy, a strategy-setting change, or a composition change. The campaign can still bid, spend and produce data during that time. Google's advice is to keep using the account as normal but to be careful about drawing conclusions from metrics while it settles.
No. Learning status does not stop your ads from serving, so zero impressions is a separate problem. Check ad status for disapprovals, check for billing holds, check whether bid limits are set too low, and check whether there is enough search volume in your area for the keywords you chose. One of those four is usually the cause.
No. Google states directly that the learning period is not applicable to Manual CPC. If you are bidding manually there is no calibration status to wait out, which changes what giving it time means for you. Time still buys you data to make decisions with, it just is not buying the system anything.
The changes Google lists are a new or reactivated bid strategy, a change to a strategy setting, and campaigns, ad groups or keywords being added to or removed from the strategy. Changing your CPA or ROAS target does not trigger Learning or erase prior learning, but Google notes that bids react immediately and a large target change can create volatility for a conversion cycle or two.
There is no end state, which is the honest answer to how long does Google Ads take to work. Google says its algorithms continue to learn even when the bidding status no longer shows Learning. The label clearing is a checkpoint rather than a finish line, so treat any promised optimisation completion date with suspicion.
That depends on your job value and close rate, not on elapsed days. A trade with a large average ticket can be profitable on very few leads, while a low ticket trade needs volume before the maths works. Judge it on booked revenue against spend rather than on cost per lead, and see our cost per lead by trade guide for why that number alone is not a verdict.
Google says most ads are reviewed within one business day, although complex reviews can take longer. If an ad remains under review for more than two full business days, check its status. If it remains there for more than a week, Google says to contact support. Under review is a review status, not campaign performance.
Google states that advertisers can start Target CPA with no conversion history. Target ROAS for Search and Shopping currently requires at least 15 conversions in the past 30 days at the conversion-action level. Google's 30- and 50-conversion references are guidance for getting a more reliable performance read, not a universal requirement for every automated strategy.
Long enough for the account to produce evidence that matches the decision you are making, with tracking and delivery confirmed intact. Search intent can be judged sooner than conversion economics, and profitability may have to wait for the sales cycle. A fixed deadline is less useful than knowing which layer of evidence is mature and which is not.
Never on the calendar alone. Three things must be true before a verdict means anything: tracking is verified as recording real conversions, the search terms report shows traffic you would actually quote on, and the budget was genuinely spent rather than sitting idle. If any of those fails, you are judging a test that never properly ran.
Paid search can begin sending traffic once ads are approved and eligible, but a reliable performance verdict still takes enough clicks, conversions and sales outcomes. SEO usually depends on publishing, crawling, indexing and ranking over a longer horizon. Neither replaces the other, and the useful comparison depends on how quickly you need traffic and how long you can keep investing.
