Adem Manderovic is a B2B revenue strategist and co-founder of Chief Revenue School. He created Closed Circuit Selling and Revenue Alignment Architecture, approaches to connecting sales, marketing, product and customer success through shared market intelligence.
Most useful for a systems view of B2B go-to-market decisions and revenue alignment.
Best for
A B2B sales consulting or enablement firm wanting a thought leadership article and half-day workshop for revenue leaders.
Not for
A marketing technology vendor selling lead scoring and intent data for MQL volume campaigns.
Key takeaways
Revenue problems often come from disconnected information and incentives, not poor execution by one team.
A five-question buyer conversation asks who, how, likes, dislikes, and renewal timing last.
An RFP usually arrives after the decision has largely formed upstream.
Check first: Confirm the book's title, pricing, lead times, exclusivity, approval turnaround and audience data.
Main ideas
Treat revenue as a connected system, not a set of team targets · Let the market determine the go-to-market approach · Build buyer knowledge through direct conversations over time
Adem Manderovic is a B2B revenue strategist, co-founder of Chief Revenue School, and creator of Closed Circuit Selling and Revenue Alignment Architecture.
Their work focuses on how sales, marketing, product, customer success and leadership can share market knowledge instead of optimizing in separate silos.
They also co-authored a book with George Coudounaris and discuss these ideas on The B2B Playbook.
Ask for the book’s title, which their posts don’t provide.
Their work argues for understanding buyer needs and timing before choosing tactics, with practical examples such as a five-question sequence for learning how a buyer’s current arrangement works and when it may change.
Manderovic’s distinguishing idea is that revenue problems often stem from disconnected information and incentives, not simply poor execution by one team.
They apply that view to different situations: a market with a few complex accounts needs coordinated relationship work, while a much larger market calls for a different route to buyers.
Both, they argue, benefit when knowledge moves across the organization.
Their posts make the idea concrete through buyer questions about current providers, what works, what does not and renewal timing, and warnings that automation can amplify weak selling when human coaching and listening disappear.
The posts also include an Aircall promotional post, a show announcement, an award nomination and a personal critique of corporate behavior—exceptions to the main focus on revenue architecture and market intelligence.
Read their work for a systems-oriented perspective on B2B go-to-market decisions.
Manderovic argues that revenue works best when companies share direct, ongoing knowledge about buyers across sales, marketing, product, customer success and leadership.
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They emphasize understanding market conditions and buyer timing before choosing tactics, while using technology to support—not replace—human judgment.
Treat revenue as a connected system, not a set of team targets
Manderovic says commercial problems often arise when departments optimize separate measures while buyers experience one company.
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Information from each customer interaction should help the rest of the business make better decisions.
Manderovic contrasts marketing hitting lead targets with sales finding the leads are not ready. They argue the mismatch reflects incentives and system design, not simply poor performance.
Let the market determine the go-to-market approach
Manderovic describes labels such as sales-led and marketing-led as delivery methods, not strategies.
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The right approach depends on factors such as market size, account value, buying complexity and decision timelines; teams need to share information across markets.
Manderovic contrasts 17 potential accounts with nine stakeholders each against a market of hundreds of thousands of buyers, arguing that these conditions call for different commercial approaches.
Build buyer knowledge through direct conversations over time
Manderovic favors recording what buyers use now, what works or frustrates them, and what might prompt a change.
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They warn that intent signals can be hypotheses and that companies relying on them may miss buyers who formed a shortlist before showing purchase intent.
Manderovic's five-question sequence starts with a buyer’s current provider and experience, then asks about renewal timing only after establishing relevance and trust. They present that timing as a reason to follow up when it suits the buyer.
Manderovic argues that an RFP may arrive after relationships and internal decision conditions have already shaped the outcome.
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They distinguish useful early involvement from simply having rapport: sellers need to understand stakeholders, constraints and what the buyer considers a good outcome.
Manderovic describes mapping who influences a decision, what matters to them, and when contracts or procurement conditions may change, rather than waiting to respond to an RFP.
Use AI to improve judgment, not just increase activity
Manderovic sees automation as useful for capturing and organizing information, but warns that it can help teams repeat poor practices faster.
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Sellers still need coaching and the ability to listen, notice changes in a conversation and adapt.
Manderovic recalls sales-floor managers listening to calls and correcting sellers in real time. They contrast that feedback with remote selling, where AI may transcribe calls but no experienced person observes the seller.
Want to understand how Manderovic adapts revenue strategy to different markets?
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This post lays out the core distinction and gives concrete market examples.
Manderovic argues that sales-led, marketing-led and product-led are ways to reach a market, not strategies by themselves. They contrast a market of 17 accounts with nine stakeholders each against one with hundreds of thousands of buyers, then argue that the approach should change while information-sharing across teams should not.
For brands planning a campaign
A workshop or article could help teams assess market size, account value and buying complexity before choosing a go-to-market motion.
Wondering what Manderovic means by preparing for demand before it becomes a formal opportunity?
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This post explains the idea through the specific example of an RFP.
Manderovic argues that an RFP often arrives after relationships, timing and internal decision conditions have already shaped the outcome. They distinguish rapport from being embedded in a buyer’s decision process and list information sellers can learn before procurement begins.
For brands planning a campaign
For a sales-enablement brief, use this as a discussion starter on early account research and relationship-building—not as a promise that sellers can control procurement decisions.
Looking for a practical example of Manderovic’s selling approach?
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This post turns the broader idea of market intelligence into a sequence of buyer questions.
The post gives a five-question progression: ask what a buyer uses now, how they solve the problem, what works, what does not, and when the arrangement might renew. Manderovic says the timing question should follow relevance and trust, so sellers can return when the conversation makes sense rather than pressure the buyer.
For brands planning a campaign
A workshop can use the sequence to practise respectful discovery and follow-up timing, while discussing how to record useful market signals.
Want to see how Manderovic treats AI and sales tools?
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This post pairs a clear caution about automation with a specific coaching problem.
Manderovic contrasts what sales technology can automate—such as transcription and follow-up—with human skills it cannot replace, including noticing disengagement, listening well and adapting in real time. They connect this to the loss of direct coaching when remote sellers work without experienced feedback.
For brands planning a campaign
For a thought-leadership brief, this supports a session on pairing AI-enabled workflows with call review and human coaching, rather than treating automation as a substitute for selling skill.
Closed Circuit Selling as the signature operating model6
Catalogue the Market: continuous buyer intelligence5
Timing Intelligence and the five-question conversation4
Architecture over GTM frameworks4
MQL factory critique and marketing-sales misalignment3
AI, automation, and the rising value of judgment3
First-principles critique and operator mindset3
Human sales craft and live feedback in a remote world2
Podcast and collaborative interview format2
Sponsored sales-tech example: Aircall1
Closed Circuit Selling as the signature operating model
Adem Manderovic repeatedly presents Closed Circuit Selling (CCS) and Revenue Alignment Architecture as their core model.
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In one post, they describe co-writing a book with George Coudounaris and building Chief Revenue School around it. CCS is framed not as a funnel or sequence but as an architecture for cataloguing market reality, timing intelligence, closing feedback loops, and aligning marketing, sales, product, customer success, finance, and leadership around shared intelligence.
The named pillars are Catalogue the Market, Timing Intelligence, Close the Feedback Loop, and Architecture Over Frameworks.
For brands planning a campaign
A brand can commission a thought-leadership article or workshop that asks teams to map how market intelligence moves between functions—and where it dies—using CCS language rather than generic sales-process advice.
Catalogue the Market: continuous buyer intelligence
Manderovic argues that sales should catalogue whom buyers use, what they like and dislike, switching triggers, contract cycles, operational friction, and renewal timing.
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One post says intent data is often an untestable hypothesis and organisations overlook direct market conversations.
Another says a buyer who isn’t ready today may be a three-, six-, or nine-month opportunity.
A third says renewal timing is valuable because it tells the organisation when the market becomes actionable.
For brands planning a campaign
A workshop or guide can replace static market research with a repeatable interview and cataloguing process that sales, marketing, product, and customer success all feed and use.
Timing Intelligence and the five-question conversation
Manderovic offers a concrete sales conversation structure: Who are you using?
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How are you solving this today?
What do you like about it?
What don’t you like?
When does the current arrangement come up for renewal, so we can come back when the timing makes sense?
They stress earning the right to ask and say buyer timing should matter more than a seller’s quota clock.
One post says RFP responses come too late because shortlists and decisions form earlier.
Five questions, asked in sequence after relevance and trust are established, with renewal timing positioned as the last step.
For brands planning a campaign
A practical sales-enablement asset built around these questions could suit a brand serving revenue teams, provided it doesn’t present them as manipulation or information extraction.
MQL factory critique and marketing-sales misalignment
Manderovic argues that marketing became trapped in MQL, download, click, and lead-volume measurement while sales is measured on revenue, creating an architectural fracture rather than a performance problem.
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One post says fragmented incentives produce fragmented behaviours and can push marketing into lower-fit markets just to maintain MQL targets. Another contrasts marketing’s claim of 5,000 leads with sales’ complaint that none were ready to buy.
For brands planning a campaign
A debate-style article or webinar on replacing MQL handoffs with shared market intelligence would fit Manderovic’s recurring argument and give a brand a clear position to sponsor.
Manderovic says AI compresses execution costs and increases the value of synthesis, timing judgment, operational intelligence, relationship depth, and system coherence.
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A post responding to a high OTE sales role argues that the future belongs to operators who understand end-to-end commercial architecture. Another says technology can accelerate a sales organisation’s decline if it removes human feedback loops and makes activity easier to repeat without improvement.
For brands planning a campaign
A piece on where AI should support market intelligence rather than simply automate outreach would let a brand engage with Manderovic’s judgment-over-activity argument while addressing buyer concerns about tooling.
Manderovic argues that sales-led, marketing-led, product-led, founder-led, and similar labels are delivery mechanisms, not strategies.
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Market shape—including market size, density, account value, buying complexity, number of stakeholders, timelines, and commercial risk—should determine the motion. One post says Closed Circuit Selling starts with architecture; another names Architecture Over Frameworks as a pillar; a third says RFP responses come too late because shortlists form upstream.
For brands planning a campaign
A market-led GTM diagnostic or workshop can use Manderovic’s framework to help a brand’s clients choose motions based on market conditions instead of inherited labels.
Human sales craft and live feedback in a remote world
Manderovic asks whether sellers can still listen, build trust, read another person, ask useful questions, and recognise buying signals while AI transcribes and automates.
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One post recalls sales-floor coaching where managers heard calls and corrected sellers in real time, and says remote selling with cameras off and AI in the background can remove that feedback loop. Another contrasts an amateur who manages calendars with an architect who builds the room.
For brands planning a campaign
A coaching or enablement programme focused on live conversation skills, feedback, and self-awareness would fit Manderovic’s critique that automation alone can’t replace human judgment.
Manderovic repeatedly returns to first principles and critiques commercial drift.
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One post says the market abandoned foundational disciplines, including continuous market validation.
Another uses an operator trained in economics and structured finance to argue that some people instinctively think in systems, timing, and information integrity before learning SaaS sales.
A third frames corporate delusion, cognitive erasure, and ego triage as operator failures, not software glitches.
This theme is more philosophical and less directly tied to a specific campaign format; it is best used as supporting context rather than the main offer.
For brands planning a campaign
A leadership-level essay or talk on decision hygiene, market validation, and operator mindset can position a brand around the cause rather than another sales tactic.
Manderovic promotes long-form conversations on The B2B Playbook with operators such as Alex Boyd, exploring GTM waves, durable themes like expertise, trust, relevance, relationships, and commercial outcomes, and their connection to Closed Circuit Selling.
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They also cite a broad field of GTM engineers, revenue architects, RevOps leaders, founders, and tools in award commentary, engaging with a wider revenue-architecture community.
Collaborative long-form interviews and podcast releases, not just short text posts.
For brands planning a campaign
A brand could explore sponsorship, guest placement, or a co-created interview series built around conversation with a practitioner rather than a scripted ad.
It argues that capturing, transcribing, and summarising customer conversations and connecting them to the CRM lets marketing, product, sales, customer success, and leadership work from what the market actually said instead of guessing. The post ties this to Closed Circuit Selling and the Catalogue the Market idea.
For brands planning a campaign
This offers sales-tech brands a format for connecting a product capability to a market-intelligence argument, with clear ad disclosure. Brands evaluating Manderovic can see how commercial messages fit into their existing framework.
Adem Manderovic's clearest commercial relationship is Chief Revenue School, the business they say they co-founded with George Coudounaris and the home of their Closed Circuit Selling framework.
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One published post is a disclosed paid advertisement for Aircall.
They also announce episode collaborations with The B2B Playbook and were nominated for an award by Atonom.
Other companies named in their posts, including Anthropic and the GTM tools listed in the award post, appear as examples or in industry commentary, not as relationships.
Chief Revenue School
Owned business
Manderovic says they co-founded Chief Revenue School with George Coudounaris, their co-author on the Closed Circuit Selling book.
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A post names the four pillars they teach through the business: Catalogue the Market, Timing Intelligence, Close the Feedback Loop and Architecture Over Frameworks.
Manderovic published a sponsored LinkedIn post arguing that sales should act as the organisation's market intelligence system, with call capture, transcription, summarisation and CRM sync turning buyer conversations into structured intelligence.
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They name Aircall as the technology that makes this possible and point readers to a short link in the post.
Manderovic announces shows released from collaborations with The B2B Playbook, featuring guest Alex Boyd and discussion of Catalogue the Market, Timing Intelligence, Close the Feedback Loop and Architecture Over Frameworks.
Adem Manderovic writes long argument posts, not tips.
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Most open with a claim about how revenue work is organised, then trace the consequences for sales, marketing, product, and leadership.
Their recurring vocabulary includes Closed Circuit Selling, Revenue Alignment Architecture, Catalogue the Market, Timing Intelligence, Close the Feedback Loop, and Architecture Over Frameworks.
The posts return to buyer conversations as a source of market intelligence, the MQL measurement problem, purchase timing, and where AI helps judgment rather than activity.
A practical way in: read two or three argument posts end to end, then their sponsored Aircall post, which shows how they fold a vendor into the same framework.
Their collaborative podcast work, including a conversation with Alex Boyd, brings the same ideas into interview form.
Readers who want tactics, tool stacks, and campaign numbers rather than architecture should start with the similar creators below.
Both argue that AI changes what revenue teams should spend human attention on, and both see the current GTM stack as something to rebuild rather than automate in place.
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Remedios describes a VP Sales with 80 deals who has to reconstruct what is happening from CRM fields, notes, and calls. The scarce resource, they argue, is human judgment aimed at the few decisions that change an outcome—a point close to Manderovic's view that AI raises the value of synthesis and timing judgment.
Remedios writes at the level of system architecture and product primitives: State, Memory, Skills, agents, decision traces.
Manderovic writes about the sales conversation itself: the questions asked, the feedback loop between functions, and what a seller can still notice live.
Read Remedios for how to build the operating layer; read Manderovic for what the operator should do inside it.
Both reject the idea that more cold email and more SDRs are the answer, and both organise GTM around something other than the outbound sequence: Vacca around five layers that decide reply rates, Manderovic around market conditions and buyer timing.
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Vacca's line that campaigns fail before the first email is written echoes Manderovic's argument that responding to demand once intent appears is already late.
Vacca is concrete and tool-specific: sending domains and authentication, waterfall enrichment in Clay, signal stacking, channel sequencing, and named client results such as $7.83M in pipeline.
Manderovic focuses on first principles, architecture, and commercial reasoning, and rarely names the stack.
Read Vacca for the build order; read Manderovic for why that order matters.
Both tie GTM advice to the stage and shape of the market rather than a single motion, and both use AI for research that used to be manual.
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Ruha's staged rules—one ICP and the founder closing the first deals at $0–1M ARR, scored ICPs and inbound motions at $1M–5M, ABM on the top 100 accounts at $10M–25M—share Manderovic's premise that the right approach depends on the conditions in front of you.
Ruha writes checklists: numbered rules per ARR band, tools per stage, and ratios such as one SDR per two to three AEs.
Manderovic writes essays that argue a position; their equivalent of a checklist is a set of conversation questions about incumbents, frustrations, and renewal timing.
Read Ruha for a stage-by-stage plan, Manderovic for the reasoning behind it.
Adem Manderovic had 32,838 LinkedIn followers on 8 October 2026, the only measured audience figure provided.
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Their posts address sales, marketing, product, customer success and revenue-operations practitioners, with several making a direct argument rather than announcing news.
The posts do not specify followers’ geography, age, gender, employer, job title or seniority, and publish no per-post impressions, comments or shares.
Before booking, ask for audience survey results or platform demographics covering job function, seniority and location, plus recent engagement figures for comparable topics and formats, such as long first-principles essays and book or podcast tie-ins.
Adem Manderovic's posts describe two forms of commercial collaboration: a disclosed sponsored LinkedIn post for Aircall, and guest episodes released under The B2B Playbook.
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In both, the partner is folded into their argument rather than presented in a separate pitch: the Aircall post ties the product to their Catalogue the Market idea, while the podcast episodes centre on their four pillars. Before planning a campaign, ask for pricing, lead times, exclusivity, approval turnaround and audience data.
Disclosed sponsored LinkedIn post
Buyer requirement
Expect the brand to appear inside Manderovic's existing argument, not as a standalone advertisement.
The Aircall post carried an ad disclosure and a shortened tracked link, and treated call recording and CRM connection as support for their market-intelligence argument rather than as a product feature list.
Supply the angle you want them to argue, the tracked link, and the required disclosure wording; treat the disclosure as non-negotiable.
Before booking, confirm post volume, exclusivity, approval rounds and turnaround time.
Podcast collaboration on The B2B Playbook
Buyer requirement
Manderovic has released guest episodes in which another operator talks through how their frameworks — Catalogue the Market, Timing Intelligence, Close the Feedback Loop, and Architecture Over Frameworks — applied in the operator's own business.
Plan for a long conversational format centred on those ideas rather than a scripted brand segment or a short read.
The collaborations mentioned in the posts are with other operators, not paying sponsors, so a brand-sponsored version of this format is unconfirmed and would need to be agreed with Manderovic directly.
Ask about episode length, production lead time and fees before booking.
Good fit: a B2B sales-consulting or enablement firm wants a thought-leadership article and a half-day workshop on closed-circuit selling and market intelligence, aimed at revenue leaders.
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This lands squarely on what they already do.
They present Closed Circuit Selling and Revenue Alignment Architecture as their own named operating model, with four pillars — Catalogue the Market, Timing Intelligence, Close the Feedback Loop, and Architecture Over Frameworks.
A commissioned piece can start from their existing argument: revenue problems are usually coherence problems rather than sales-performance problems, and sales should continuously catalogue who buyers use, what they like and dislike, what triggers a change, and when contracts renew.
Their writing already offers usable workshop material.
One post sets out a five-question buyer conversation — who are you using, how are you solving this today, what do you like about it, what do you not like, and when does the current arrangement come up for renewal — with the explicit condition that the timing question comes last, after relevance and trust are established.
They also argue that an RFP usually arrives after the decision has largely formed upstream.
That gives the workshop a concrete exercise: map what a team needs to know before a buyer enters a formal process, and who inside the company needs that information.
A long-form essay argues that sales-led, marketing-led and product-led are delivery mechanisms rather than strategies, and that the market's shape — account count, deal value, buying complexity, number of stakeholders — should determine the motion.
That directly supports a consulting firm's diagnostic offer.
They work commercial partners into their argument rather than around it.
A sponsored post for Aircall carried an ad disclosure and a tracked link, using call recording and CRM integration to support their market-intelligence case instead of listing product features.
That pattern suits a consulting or enablement brand that wants to sponsor an idea, not be the subject of an advertisement.
They also run long conversational guest episodes in which another operator discusses how the four pillars applied in their own business, a natural second deliverable if the article performs.
Before contracting, ask Manderovic for audience composition, recent engagement on comparable long-form topics, and the commercial terms.
The only audience figure available is 32,838 LinkedIn followers, recorded on 8 October 2026; the posts provide no job function, seniority, geography or per-post performance data.
The podcast collaborations shown are with other operators, not paying sponsors, so confirm the sponsored podcast format before building it into the plan.
The posts publish no rate card, media kit, exclusivity term, approval process or turnaround time.
When to choose a specialist
Poor fit: a marketing-technology vendor selling lead scoring and intent data wants a short paid-social video series optimised for form fills and MQL volume.
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Two problems: position and format.
The campaign's central metric is what they argue against.
They write that the MQL factory is dead and that fragmented incentives — marketing measured on lead volume, sales measured on revenue — produce the misalignment that exhausts organisations.
They say marketing teams get pushed into lower-fit markets just to keep MQL targets moving.
They also argue that intent-data platforms largely sell untestable hypotheses and that the category's growth reflects companies abandoning direct market conversation.
A vendor buying this campaign would pay someone to attack the premise of the advertised product.
The vendor could instead change the campaign to match their argument — for example, a piece on replacing lead volume with shared market intelligence — or accept that the fit is wrong.
The format is also a mismatch.
Their posts are text: long list-heavy arguments, first-principles critiques, award commentary, and podcast-episode promotions.
They show no short-form video, visual or motion production, or high-frequency posting.
Commissioning a short video series would assume a capability not demonstrated here.
If video is non-negotiable, this is not the right creator, regardless of topic.
Audience scale adds a planning risk.
They have 32,838 followers, but no impression or engagement data to establish a baseline for a campaign measured by reach volume.
Ask for recent performance data; combined with the position and format conflicts, the uncertainty makes this a poor match.
A worked campaign example
Worked campaign angle for a B2B sales-consulting firm that wants a flagship thought-leadership article plus a workshop, and needs a specific angle it can own.
Angle: "The market knows, the company doesn't."
The article argues that most revenue organisations already collect the intelligence they need — buyers say who they use, what frustrates them and when contracts renew — but lose it at the handoffs between sales, marketing, product, customer success and leadership.
The point of view: the gap is not data collection but the circuit that carries what was learned to the people who could act on it.
Opening move.
Start with the concrete cost, not the framework.
They already supply the exchange: marketing reports thousands of leads, sales says none were ready, marketing hit its target, sales missed its own.
Put that exchange in the first paragraph, then state the claim that this is an architectural failure rather than a performance one.
The reader should recognise the problem within a few lines.
Section one: what to catalogue.
Use the five buyer questions as the spine — who are you using, how are you solving this today, what do you like, what do you not like, and when does the arrangement come up for renewal.
Add their rule that the renewal question comes last, after relevance and trust are earned, and their claim that the buyer's clock should matter more than the seller's quota clock.
Keep the mutual benefit: the buyer gets fewer chasing calls, and the seller learns when the market becomes actionable.
Section two: why the RFP is too late.
Use the argument that, by the time a procurement document is issued, relationships, timing and internal conditions have largely shaped the outcome, and that rapport is access while relationship is infrastructure.
The reader-facing lesson: teams should map who influences the decision, what constrains timing and when contracts expire long before a document appears.
Keep the claim at the level of "this shapes the outcome", not "you can control the decision".
Section three: what breaks between functions.
Show where intelligence dies — a sales conversation about a competitor's renewal that never reaches product, a churn reason that never reaches marketing — and ask who else inside the organisation needs to know what a rep learned this week.
This is where the consulting firm's offer fits naturally: a diagnostic of the circuit rather than a sales-training pitch.
Section four: reading the market before choosing the motion.
Use their distinction that sales-led and marketing-led are delivery mechanisms, not strategies, and walk through the contrast between a market of a few large accounts with many stakeholders each and one of hundreds of thousands of low-value buyers.
Conclude that the motion follows the market's shape while the circuit stays the same.
Workshop counterpart.
Turn the article into a half-day session with two exercises.
First, an intelligence audit: teams list what they already know about ten live accounts and mark which function holds each fact.
Second, a five-question role-play with a debrief on where the renewal question was asked too early.
Close with a one-page map of what changes in the following month — which call notes get captured, who reads them, and what marketing and product do differently as a result.
The blank map is the handout; the completed example comes from the session itself.
Handoff and measurement.
End with a plain next step: a single-account pilot that runs the catalogue and timing questions for four weeks.
Define success as the number of accounts where the organisation can now say who the buyer uses, what they dislike, and when the contract renews.
Avoid promising pipeline numbers.
Why this suits Manderovic rather than a generic ghostwriter.
Every component comes from arguments they already make in their own writing, including the MQL critique, the RFP timing claim, the five questions, and the market-shape distinction.
The commercial partner appears as the sponsor of a method, matching their one sponsored post, in which the product carried the argument rather than interrupting it.
Consider Daniel Remedios when the reader is a GTM, RevOps or sales-operations leader who evaluates systems rather than sales practice, and the publisher wants an article on where AI-native selling is heading.
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He argues that the modern GTM stack stores information, then asks people to reconstruct what matters.
He describes an operating layer of state, memory, skills and decision traces that keeps a live picture of every deal and routes scarce human judgement to the few decisions where it changes the outcome.
For a campaign about how market intelligence should move through a revenue organisation, that’s the technical version of the same complaint — the organisation knows more than it can act on — with named primitives a technical audience will recognise.
Manderovic frames the issue from the system outward: the article depends on readers seeing AI-native infrastructure as the route to solving it, and points to the operating layer they say they built at Revenue Labs.
Their posts don’t spell out the buyer-side scripts, timing questions or pre-RFP critique a workshop led by Adem would cover.
A publisher seeking exercises a sales team can use immediately should ask for examples tailored to its audience.
A commissioned piece should keep the category argument separate from the product claim.
Consider Alex Vacca when an article or workshop needs to reach teams running outbound day to day and give them operational specifics they can act on.
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His posts cover named layers and tools — sending domains and authentication records, list building with waterfall enrichment, signal stacking, and running email, LinkedIn and ads in one sequence.
They report figures, including signal-stacked campaigns replying at 5 to 18 percent against 1 to 3 percent for a compiled list, and 6x the result from the same copy on a different list.
For a campaign about replacing lead volume with something better, he offers a concrete build: five layers of GTM with copy last, plus a diagnostic that reads a stalled campaign bottom-up to find the layer that broke.
Manderovic’s material centres on a delivery method and a specific stack, so the piece would read as a vendor method and the workshop would lean towards implementing that stack.
Their posts answer how to build pipeline, not how intelligence should circulate between sales, marketing, product and customer success — the coherence question at the heart of a campaign about where market intelligence lives.
A publisher seeking to get revenue leaders to rethink where market intelligence lives would get tactics; ask for a strategy layer if that’s essential.
The performance figures are Manderovic’s own claims about their work.
Consider Brigitta Ruha when the audience is founders and growth teams rather than enterprise revenue leaders, and the campaign calls for a staged, repeatable workflow.
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One post lays out GTM rules by ARR band, from founder-led selling under $1M through optimisation past $25M, listing the tools and common failure at each stage.
Another shows how her team turned AI lead generation into a system: choose buying signals first, require at least two before adding an account, teach a Claude Code skill the ICP definition and the meaning of each signal, and encode the team’s writing style into the prompt.
For a workshop, getting a team to define a signal and a rule a tool applies the same way every time makes for a concrete, testable exercise.
Her posts target teams at a particular growth stage and answer what to do now at that size.
A revenue-leader campaign about how an organisation loses intelligence between functions would need reshaping around her staging.
She also works with a named AI workflow and tooling list, making the session a build-along rather than a discussion of principles.
Where Manderovic critiques the whole revenue system, she offers a practical sequence within the existing one.
Adem Manderovic's 13 full-text LinkedIn posts include long argument posts, a sponsored Aircall post marked as an advertisement, award commentary and promotion of podcast conversations.
His LinkedIn profile on 8 October 2026 showed 32,838 followers.
The posts did not carry publication dates, so his ideas are presented as recurring positions rather than in chronological order.
The posts state that he co-authored a book with George Coudounaris but do not give its title; the book and the podcast episodes themselves were not available here, and no per-post engagement, audience demographics, rate card or commercial terms are published in the posts here.
Comparisons with similar creators use full-text posts by Daniel Remedios (11 and 28 September 2026), Alex Vacca (30 September and 6 October 2026) and Brigitta Ruha (6 and 8 October 2026).