A site about the arithmetic,
written by the person who sells the execution
Quick answer
AllboundPros is a B2B go to market maths resource written by Jānis Plūme and operated as part of the Outbound Pros group, a managed outbound agency running campaigns for B2B companies since 2024. This site publishes the arithmetic layer: pipeline coverage, funnel rate definitions, channel selection and budget allocation, plus the kill and scale gates we act on. It exists as a separate property because its most useful argument, that outbound is the wrong instrument for a large share of the companies who ask for it, is not credible on the website of a company selling outbound.
Who writes this
One person. I founded Outbound Pros in 2024, based in Latvia, running managed outbound for B2B companies across the UK, the US and the larger EU markets. The campaigns that produce the numbers on this site are ones my team runs, which is both the reason the numbers are worth anything and the reason you should know who is publishing them.
I did not set out to be interested in go to market arithmetic. I set out to work out why clients and I kept disagreeing about whether a campaign had worked.
The pattern took a long time to see, because nobody in it was lying. A campaign would produce a positive reply ratio in the thirties or forties, which is a genuinely good result, and the client would be flat about it, because the model in their head divided by something else entirely. Or the reverse would happen: a sequence sitting at 0.6% positive on sends, which by our own thresholds is worth keeping and scaling, would get read as a failure, because 0.6% sounds like a rounding error to anyone who has spent a fortnight reading agency websites. Two people, two different fractions, one meeting, and neither party ever said out loud what they were dividing by.
Then I started seeing the more expensive version of the same problem, which happens before anyone sends anything. A founder sets a revenue target, backs into a pipeline number, backs into a meeting number, and never once checks whether the send volume implied at the bottom exists inside their addressable market, or whether their team can physically produce it. That plan cannot work, and the arithmetic proving it takes about twenty minutes. It gets discovered in month four instead, with a quarter of budget gone and the team now convinced that outbound does not work for them.
This site is that twenty minutes, written down.
Why this is a separate property and not a page on the parent site
Three reasons, and the third one is uncomfortable enough that I would rather write it myself than have someone else notice it.
The audiences are not the same people
Somebody deciding whether to fund inbound or outbound next quarter is not the same reader as somebody trying to fix a DKIM record at nine in the evening. The first has not decided whether to hire anybody. The second decided months ago and is now executing. Put both on one site and every page is slightly wrong for whoever landed on it.
An agency site cannot credibly publish the argument against its own service
On the parent agency site, a page explaining that outbound arithmetic collapses below roughly $10K in deal size reads as false modesty. The whole property is a sales asset, so the reader discounts it, and they are right to. On a domain whose entire subject is the maths, the same sentences read as the maths. Same words, different credibility, and the difference is real rather than a positioning trick. A site whose job is to tell you what has to be true numerically has to be willing to tell you when it is not.
I wanted somewhere to publish the correction
Placing a positive reply ratio next to a per send industry average is the standard claim in this category. It compares a fraction of replies received against a fraction of emails sent, which overstates the result by an order of magnitude, and our own earlier marketing made that comparison. Correcting it properly needs a page that explains both fractions, prints real campaign numbers in both forms, and does not flinch when the honest version looks smaller. That work lives in the rate definition writing on this site, and it is the reason this domain exists at all.
The method, in the order it has to run
Five numbers computed from revenue backwards to activity, a capacity check at the end, and a set of thresholds agreed before launch. It is deliberately boring. The sophistication is not where the value sits. Refusing to skip a step is, because every error compounds downwards and the two steps most often skipped are the last two.
- Deals needed. Revenue target divided by your own segmented closed won average, not a blended company average that mixes a pilot with an enterprise renewal.
- Opportunities and pipeline needed. Deals divided by your opportunity to close win rate, then a coverage ratio derived from the inverse of that win rate and adjusted for slippage. If you do not know your win rate you do not have a model, you have a wish, and that is a real and common answer that changes what you should do next.
- Meetings needed. Opportunities divided by your meeting to opportunity rate, then divided again by your show rate. Where calendar discipline is broken, booked meetings die at roughly a 50% show rate, which quietly doubles every activity number below this line.
- Activity needed per channel, then the ceiling check. Meetings divided by the positive rate for each channel, converted into sends, requests or calls, then compared against real sending capacity and against the number of qualified companies that exist to send to. Exceed either and the plan has stopped being aggressive and started being impossible.
- Gates, written down before the first send. Under 0.5% positive on sends is a kill. 0.5% to 1% is worth iterating on. 1% and above earns more volume. 2% and above is where you pour. Applied per sequence, per segment, after warm up, over a window agreed in advance.
The timing matters as much as the thresholds. Onboarding runs around 21 days and domain warm up takes 4 to 6 weeks before volume is real, so a review window set at thirty days measures the ramp rather than the campaign. Set it past warm up, or do not start. This is also where the category loses people: monthly churn in managed outbound runs in the 3 to 5% range, and a share of that is buyers cancelling during a ramp they were told about and did not price into their own model.
Four rules every number here passes
These are written down because this is the one property in the group whose entire subject is how numbers get constructed. The sibling sites state their version in a sentence and defer here, which is deliberate. One methodology essay across four domains is a methodology. Four of them is a template.
- Every rate names its denominator, with no exceptions, including in headlines and meta descriptions. If a figure cannot be published alongside what it divides by, its sample and its period, it does not get published.
- Numbers come from the fleet, including the failures. Vendor benchmarks and agency case studies describe campaigns that worked, so they are survivors by construction. One figure here is derived rather than measured, the fleet baseline positive rate near 0.05% of sends, and it carries that label at every appearance because it is the input the calculator leans on hardest.
- Nothing is invented. Where a number would be useful and we do not hold it, the page says so in the sentence where the number would have gone. One week on our largest account ran 44,649 emails and produced 377 replies, a 0.84% reply rate. How many of those replies were positive is not in the record we can cite, so no positive figure for that week appears anywhere on this site, including in places where it would flatter us.
- Every page names the reading at which the honest answer becomes do not fund this. Coverage maths misleads at long cycle lengths. Cost per meeting misleads without the ramp. Channel selection misleads when the market size was reverse engineered from an existing customer list. Those caveats sit inside the page that needs them, not in a disclaimer at the bottom.
What this site deliberately does not cover
This is the maths layer and it stops at the maths layer. Deliverability, domain setup, subject lines, copy and inbox management decide whether a send reaches a human at all, and they belong to the execution side of the group, where they are the actual job rather than an input assumption. Touch spacing and cross channel sequencing belong to our sibling property MultichannelPros. LinkedIn sending ceilings and acceptance mechanics belong to LinkedPros. AI search visibility belongs to InboundPros. When a page here needs one of those as an input, it states the assumption in one sentence and hands it over. A strategy site that quietly starts publishing execution content is a strategy site that has stopped being useful to anyone.
Who owns AllboundPros
I do, as part of the Outbound Pros group, alongside linkedpros.io, multichannelpros.io and inboundpros.io. Outbound Pros is a B2B managed outbound agency and an official Salesforge Expert Partner, and it is the company this site points you at when you decide you want the execution handled rather than the method explained. That relationship appears in the footer of every page here, at the top of any page that recommends the parent, and in this site's schema.
Read it as a credential rather than a disclaimer. It means the conversion rates published here come from campaigns running this month, not from a survey of what people remember. It means the kill thresholds are ones we act on with our own clients, at the point where killing a sequence costs us revenue and an awkward call. It means that when a page here says outbound is wrong at a given deal size, it was written by somebody who loses a sale by writing it. An independent consultant with no execution arm would have better optics and worse data. I would rather have the data and tell you exactly where it came from.
What disclosure does not do is make any of this neutral. I sell outbound, and that biases which questions I find interesting and which examples come to mind first. The defence against that bias is not a paragraph of throat clearing, it is publishing the thresholds that disqualify my own service in enough detail that you can check them against your own numbers. That is what the channel selection tests are for, and it is why the recommendation writing here spends more words on when not to hire us than on when to. If you want to see how the group is positioned against other agencies rather than take my word for it, the parent maintains a directory of outbound agencies that includes competitors.
How to get in touch
Jānis Plūme, founder and author. janis@outboundpros.io, or on LinkedIn, or book a scoping call. Bring a model you cannot make close and I will tell you which assumption is doing the damage. If the answer is that outbound is wrong for your deal size or your market, you will hear that on the call rather than after a quarter of spend.
If you would rather have the whole method run with you and then executed, that is the GTM audit at the parent agency. This site owns the method. The parent owns the service. Keeping those two things on separate domains is the point.
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Frequently asked questions
Who owns AllboundPros?
Jānis Plūme writes and owns it, and he also owns Outbound Pros, the managed outbound agency whose campaigns produce the figures published here. The same person owns linkedpros.io, multichannelpros.io and inboundpros.io. That relationship is disclosed in the footer of every page on this domain and at the top of any page that recommends the parent, because a site that quietly recommends its own parent while presenting itself as an independent evaluator is both dishonest and, under the FTC rule on endorsements and testimonials, illegal.
Where do the numbers come from?
Campaign level reporting inside the group's own systems, checked against raw sending platform data rather than a summary dashboard, and including the campaigns that failed. Every figure is published with its numerator, denominator, sample and period. One figure, the fleet baseline positive reply rate near 0.05% of sends, is derived from two published segment multiples rather than measured directly, and it is labelled derived everywhere it appears. Client names are withheld by default and appear only with written sign off.
What is the relationship to the other Pros sites?
They are sibling properties in the same group and each owns a distinct subject, which is what stops four domains writing the same page four times. LinkedPros owns LinkedIn channel mechanics and sending ceilings. MultichannelPros owns cadence, sequencing and cross channel attribution. InboundPros owns AI search visibility and demand capture. AllboundPros owns the arithmetic layer above all of them, so this site defers on execution topics instead of competing with its own siblings.
Does AllboundPros sell anything?
Not on this domain. The calculator is free, ungated and runs in your browser, and nothing here sits behind a form. If you decide you want the execution handled, the site points you at the parent and is explicit that the parent is ours. Pricing questions go to a scoping call, because a number quoted before deal size, market and cycle length are known is not information.
Can I cite these figures?
Yes, on one condition: take the denominator with you. Quote the fraction, the sample and the period together, or the number stops meaning what it meant here. If you are quoting the fleet baseline, quote it as a derived figure. If you are quoting the 0.84% weekly reply rate, quote it as replies over sends and do not convert it into a positive rate, because that conversion is not one the record supports.