Which marketing channels should a startup start with?

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  2. Demand & Channels

By Saroj Jha · October 1, 2026 · 10 min read

Start where your first segment already looks for answers, and choose channels whose cost fits what a customer is worth. Then test one or two at a time against a pass mark you set before you start.

In three numbers

  • 61% of the buying journey is done before B2B buyers first contact a seller, in 6sense’s 2025 study of nearly 4,000 buyers[1]
  • 67% of 646 B2B buyers surveyed by Gartner in 2025 prefer a buying experience without a sales rep[2]
  • 10 channels used by the average B2B buyer across a purchase, in McKinsey’s 2026 survey of nearly 4,000 decision makers[3]

In my view, founders rarely struggle for lack of channel ideas. The more common problem is running six half-funded experiments at once, reading the results too early, and concluding that “marketing doesn’t work for us”. The problem is usually the order, not the channels.

This post sets out the order I would work through with a founder, in five steps. One example company runs through every step.

Running case: Example Co. Fictional

Example Co. is a seed-stage EdTech startup with an AI reading coach: children in kindergarten to grade 3 read aloud to it, it flags mistakes, and adults get a weekly progress report. In the Customer Segmentation Playbook it chose its first segment: independent tutoring centers with 2 to 10 tutors that already pay for scheduling software. It charges $200 a month per center, and its goal for the next two quarters is 40 paying centers from a named list of 400. Now it has to choose the channels that will reach those owners. Example Co. and all its numbers are illustrative.

Step 1: Start from the segment, not the channel list

Most teams start with the channel they know, the one a competitor uses, or the one an investor mentioned. The better order runs from the customer outward: which segment you are selling to, how it buys, where it looks for answers, and only then which channels to test. If you have not chosen a segment yet, do that first; the Customer Segmentation Playbook walks through it.

There is no shortage of options. In Traction, first published in 2014, Gabriel Weinberg and Justin Mares list nineteen traction channels[4]. For a B2B startup, I group them into seven:

  • Owned: your website, SEO and AI search, content, email and newsletters.
  • Earned: PR, podcasts, speaking, reviews, word of mouth.
  • Paid: search ads, paid social, sponsorships, retargeting.
  • Outbound: founder-led and sales-led outreach to named accounts.
  • Product-led: free trials, freemium, referral loops built into the product.
  • Partner: integrations, co-marketing, resellers, other companies’ audiences.
  • Community and events: online communities, meetups, conferences, webinars.
Figure 1 Traction’s nineteen channels fit into seven groups, so a shortlist can cover different kinds of reach

Owned Assets you control

  • SEO
  • Content marketing
  • Email marketing
  • Engineering as marketing

Earned Attention others give you

  • PR
  • Unconventional PR
  • Targeting blogs
  • Speaking engagements

Paid Reach you buy

  • Search engine marketing
  • Social and display ads
  • Offline ads
  • Affiliate programs

Outbound Conversations you start

  • Sales

Product-led Growth built into the product

  • Viral marketing

Partner Other companies’ customers

  • Business development
  • Existing platforms

Community and events Places buyers gather

  • Community building
  • Trade shows
  • Offline events

channels named in the book, groups

Channel names from Gabriel Weinberg and Justin Mares, Traction (Portfolio, 2015; first published 2014). The grouping is mine.

Buyers use many of these at once. McKinsey’s 2026 Global B2B Pulse Survey of nearly 4,000 decision makers in 13 countries found buyers use an average of ten channels across a purchase. Generative AI has joined supplier websites, in-person meetings, web search and videoconferencing in the top five for finding and evaluating suppliers[3]. You cannot be everywhere, which is why the order matters.

Figure 2 Choose channels from the customer outward: the channel list comes fourth, not first
The question at each step Example Co.’s answer Fictional
  1. 1 Segment Who will you win first?

    Example Co. Independent tutoring centers with 2 to 10 tutors, serving K–3 readers

  2. 2 How it buys Who decides, who pays, who uses it?

    Example Co. The owner decides and pays; tutors use it daily; parents get the weekly report

  3. 3 Where it looks Where does it hear about new tools?

    Example Co. Other owners, owner communities and associations, and the scheduling software it already uses

  4. 4 Shortlist Which channels fit the deal size and pass the filters?

    Example Co. Associations and communities, a scheduling-tool partner, founder outreach and a small paid social test

  5. 5 Test, then focus What result earns more budget?

    Example Co. Six-week tests; a channel passes at $480 or less per qualified demo

The order is my working method. Example Co.’s answers, from Steps 1 to 5, are fictional.

Example Co., step 1 Fictional

Before naming a single channel, the team writes its segment at the top of the plan: independent tutoring centers with 2 to 10 tutors, serving K–3 readers. The owner decides and pays, tutors use the product daily, and parents receive the weekly report. Every channel idea now has to pass one test: does it reach these owners?

Do this

Write your segment and its buyer in one line at the top of your channel plan, and cross out every channel idea that does not reach that buyer.

Step 2: Find where your buyers already look

B2B buyers now do most of their research on their own, from several sources, before they talk to you:

  • They prefer to buy without a salesperson. In Gartner’s survey of 646 B2B buyers in August and September 2025, 67% said they prefer a rep-free experience[2].
  • They are well into the decision before they call. In 6sense’s 2025 study of nearly 4,000 buyers, all with purchases of $25,000 or more, buyers first contacted a seller about 61% of the way through their journey, and buyers, not sellers, started 79% of those first contacts[1].
  • They use several sources and AI. A separate Gartner survey, published in May 2026, found buyers used an average of seven information sources in a recent purchase, and 45% used generative AI, mainly to gather information on vendors and products[5].
  • Many people are involved. Forrester’s State of Business Buying, 2026, based on nearly 18,000 buyers, found that on average 13 internal and 9 external people influence a decision[6].
  • They want to try before they buy. More than 60% of buyers in the same research purchased some form of trial.
Figure 3 B2B buyers are about 61% of the way through a purchase before they first contact a seller

Where a typical B2B buyer first contacts a seller

  • On their own websites, peers, search, AI
  • With sellers
  • First contact: 61%

Start of the purchase Purchase

Buyers, not sellers, started 79% of first contacts. 6sense, 2025: nearly 4,000 buyers, purchases of $25,000 or more.

  • 67% prefer a buying experience without a sales rep Gartner, 2026: 646 buyers, August–September 2025
  • 7 information sources used in a recent purchase, on average; 45% used generative AI Gartner, 2026: 645 buyers, August–September 2025
  • 13 + 9 internal and external people influence a typical decision Internal External Forrester, 2026: nearly 18,000 buyers
  • 10 channels used across a purchase; generative AI is now in the top five for finding suppliers McKinsey, 2026: nearly 4,000 decision makers

For Example Co. Fictional Owners research before they book a demo, so it shows up where they already ask: owner communities, associations and the scheduling tools they use.

Show the numbers as a table
Finding Value Source and sample
Point in the journey when buyers first contact a seller 61% 6sense, 2025; nearly 4,000 buyers
First contacts started by the buyer 79% 6sense, 2025; nearly 4,000 buyers
Prefer a rep-free buying experience 67% Gartner, 2026; 646 buyers
Information sources used in a recent purchase, average Gartner, 2026; 645 buyers
Used generative AI in a recent purchase 45% Gartner, 2026; 645 buyers
Internal and external people influencing a decision, average 13 and 9 Forrester, 2026; nearly 18,000 buyers
Channels used across a purchase, average McKinsey, 2026; nearly 4,000 decision makers

6sense, 2025 B2B Buyer Experience Report; Gartner press releases of March 9 and May 20, 2026; Forrester, The State of Business Buying, 2026; McKinsey, 2026 Global B2B Pulse Survey. Different surveys with different samples, so the numbers are not additive. Journey bar drawn to scale.

The practical meaning: your owned channels (website, content, answers that AI tools can cite) and the places your buyers’ peers talk matter more than they did, because that is where most of the decision is made. The GEO and AEO Playbook covers being findable in AI answers.

Example Co., step 2 Fictional

The team calls back the four center owners from its segmentation interviews, plus six more (fictional). Most say they hear about new tools from other owners, in owner communities and associations, and through the scheduling software they already use. Few would think to search for an “AI reading coach”. So the team knows where to show up, and that search may stay weak until owners know the category exists.

Do this

Ask your last ten customers or prospects where they first heard about the tools they use today, and count the answers.

Step 3: Shortlist the channels that fit your deal size

Match the cost of a channel to what a customer is worth. A channel that needs a salesperson and three meetings cannot pay for a $50-a-month product, and a cheap self-serve funnel rarely closes a $60,000 deal with a buying group of fifteen. This is my working view, not a benchmark:

Table 1. Channels that usually fit each deal size (my working view, not a benchmark)
First-year deal size Usual sales motion Channels that usually fit Channels that usually don’t, yet
Under $1,000 Product-led SEO and AI search, product-led loops and referrals, communities, paid search on high-intent terms Outbound, trade shows
$1,000–$25,000 Sales-assisted Search, content and webinars, partner audiences, founder-led LinkedIn, paid social to a defined audience Large trade shows
Over $25,000, named accounts Founder-led or field sales Founder-led outbound, account-based marketing, industry events and communities, partners Broad paid social, cheap paid search

Then apply three filters to each candidate:

  1. Is my segment already there? If buyers do not search for the category yet, search will not work until you create the demand. My post on demand creation versus demand capture covers the difference.
  2. Can I afford a fair test? A channel you can fund for only two weeks will tell you nothing.
  3. Do I have the skill or time? Founder-led content needs a founder who will write every week.

Keep the three or four channels that pass.

Example Co., step 3 Fictional

At $2,400 a year per center, Example Co. sits in the sales-assisted band. It starts with seven ideas and runs each through the filters. Search is parked because owners do not search for the category yet. Trade shows are out because the cost per conversation is too high for a $2,400 contract. Podcasts and PR are out for now because no one has time to pitch every week. Four channels remain.

Figure 4 Three filters cut Example Co.’s seven channel ideas to a shortlist of four
  • Channel idea Is the segment already there? Can I afford a fair test? Do I have the skill or time? Result
  • Owner associations and communities Yes Yes Yes Shortlist Yes Passes all three filters
  • Scheduling-tool partnership Yes Yes Yes Shortlist Yes Passes all three filters
  • Founder outreach to the 400 named centers Yes Yes Yes Shortlist Yes Passes all three filters
  • Paid social aimed at owners Yes Yes Yes Shortlist, as a small test Yes Passes all three filters
  • Search ads and SEO No Owners do not search for the category yet Not reached Not reached Parked
  • Trade shows Yes No Cost per conversation too high for a $2,400 contract Not reached Out
  • Podcasts and PR Yes Yes No No one has time to pitch every week Out for now
Show the numbers as a table
Channel idea (fictional) Filter it fails Result
Owner associations and communities None Shortlist
Scheduling-tool partnership None Shortlist
Founder outreach to the 400 named centers None Shortlist
Paid social aimed at owners None Shortlist, as a small test
Search ads and SEO Is the segment already there? Owners do not search for the category yet Parked
Trade shows Can I afford a fair test? Cost per conversation too high for a $2,400 contract Out
Podcasts and PR Do I have the skill or time? No one has time to pitch every week Out for now

Example Co.’s ideas and choices from Step 3 are fictional. An idea leaves at the first filter it fails.

What Duolingo’s and HubSpot’s filings show

Two well-known companies describe very different routes to customers in their IPO filings. These are what the filings say, not an account of how either company made its choices internally.

Duolingo grew mainly through word of mouth. Its 2021 registration statement says: “All of this has allowed us to grow our business organically, primarily relying on word-of-mouth virality rather than paid user acquisition.” It adds that its brand “drives organic traffic to our platform and minimizes our reliance on paid marketing”, and that “As of March 31, 2021, approximately 5% of our monthly active users were paid subscribers of Duolingo Plus”, when it had about 40 million monthly active users[7]. That route suits a free consumer app; it is much harder for a paid product sold to a few hundred businesses.

HubSpot leaned on partners and its own content. Its 2014 registration statement says: “We focus on selling our platform to mid-market businesses, which we define as businesses that have between 10 and 2,000 employees.” It reached them “through our proven inbound go-to-market approach and more than 1,900 marketing agency partners worldwide”. Partners mattered: “Marketing agency partners and customers referred to us by our marketing agency partners represented approximately 42% of our customers as of June 30, 2014, and 33% of our revenue for the six months ended June 30, 2014.” Its blog attracted “approximately 1.5 million visits each month”[8].

Figure 5 Duolingo’s filing credits word of mouth; HubSpot’s credits agency partners and its own content

Duolingo Form S-1, filed June 28, 2021

A language-learning app that is free to use

“grow our business organically, primarily relying on word-of-mouth virality rather than paid user acquisition”

Monthly active users, quarter to March 31, 2021: about 40 million

Paid for Duolingo Plus 5%

Word of mouth Free app first

HubSpot Form S-1, filed August 25, 2014

Software for businesses with 10 to 2,000 employees; 11,624 customers on June 30, 2014

“through our proven inbound go-to-market approach and more than 1,900 marketing agency partners worldwide”

Agency partners and the customers they referred

Share of customers 42% Share of revenue 33%

Its blog drew about 1.5 million visits a month.

Agency partners Its own content

For Example Co. Fictional Partner with the scheduling tools centers already use, and give happy owners a reason to tell other owners.

Show the numbers as a table
Figure Company Value
Monthly active users, three months to March 31, 2021 Duolingo 39.9 million
Monthly active users who were paid subscribers, March 31, 2021 Duolingo About 5%
Customers, June 30, 2014 HubSpot 11,624
Marketing agency partners HubSpot More than 1,900
Customers from agency partners and their referrals, June 30, 2014 HubSpot About 42%
Revenue from them, six months to June 30, 2014 HubSpot 33%
Blog visits a month HubSpot About 1.5 million

Duolingo, Inc., Form S-1, filed June 28, 2021; HubSpot, Inc., Form S-1, filed August 25, 2014. Quotes are exact. What the filings say, not how either company made its choices. Bars drawn to scale.

For Example Co., HubSpot’s pattern is the closer one: small businesses, reached through partners who already have their trust. Duolingo’s lesson still applies on a smaller scale: give happy owners a reason to tell other owners.

Do this

Write your shortlist with one line per channel: why your segment is there, what a fair test costs, and who will run it.

Step 4: Set a pass mark, then run short, fixed tests

Use the Bullseye method from Traction: brainstorm a way to use every channel, rank them, pick the three most promising, run small, cheap tests on those three, and focus on the one that works[4]. I add three rules to make each test readable:

  1. Set the pass mark before you start. Work out the most you can pay for a customer from your margin and payback target (the Unit Economics Calculator does this), then turn it into a cost per qualified meeting or trial you can accept.
  2. Time-box it. Give each test a fixed budget and a fixed window long enough to reach a few qualified conversations, usually four to eight weeks for B2B.
  3. Measure the next step, not the click. Count qualified meetings, trials that activate, or pipeline created. Clicks and impressions tell you almost nothing about fit.

Example Co., step 4 Fictional

A center pays $2,400 a year. The team assumes an 80% gross margin and wants to earn back what it spends to win a center within 12 months, so it can pay at most $1,920 per new center. It expects to win at least one in four qualified demos (25%), so it can pay at most $480 per qualified demo. Each shortlisted channel gets six weeks and a fixed budget. All these numbers are fictional or assumed.

Figure 6 Working back from a $200 monthly price gives Example Co. a pass mark of $480 per qualified demo

Example Co.’s pass mark Fictional

$200 a month per center × 12 $2,400 a year per center × 80% $1,920 most it can pay to win one center × 25% $480 most it can pay per qualified demo
  • × 80% Assumed gross margin, with the goal of earning back the cost of winning a center within 12 months
  • × 25% The team expects to win at least one in four qualified demos
  • Pass Qualified demos at $480 or less each, within a six-week test
Show the numbers as a table
Step Calculation Result
Yearly revenue per center $200 × 12 $2,400
Most it can pay to win a center $2,400 × 80% $1,920
Most it can pay per qualified demo $1,920 × 25% $480

Example Co.’s price and assumptions from Step 4; all fictional or assumed.

Do this

Write your pass mark as one number per channel, such as “cost per qualified demo at or below $X within six weeks”, before you spend anything.

Free tool

Find the most you can pay for a customer

The free Unit Economics Calculator turns your price, gross margin and payback target into the most you can afford to spend to win a customer, the starting point for every pass mark.

Open the calculator

Step 5: Focus on what passes, and keep one small brand channel running

Run one or two channels in earnest, plus at most one small test. A seed-stage team that spreads a small budget across five channels ends up with five inconclusive results. Weinberg and Mares make the same case: find the one channel that works and focus on it until it stops growing[4].

Should some budget go to brand rather than demand? Research from the LinkedIn B2B Institute, by Les Binet and Peter Field, found that B2B marketing efficiency peaked at around 46% of budget on brand and 54% on activation[9]. The Institute’s summary page rounds this to 50/50. The study is from 2019, draws on a small set of B2B cases in the IPA Databank from 1998 to 2018, and describes established advertisers rather than seed-stage startups, so treat it as direction, not a rule.

The reason brand matters in B2B is timing. John Dawes at the Ehrenberg-Bass Institute estimated that only about 5% of business buyers are in the market in any quarter, because companies change providers such as their main bank or law firm only about once every five years[10]. Dawes calls it a heuristic, not a precise rule: in a category bought every two years, about 13% would be in the market each quarter. Either way, most of your future buyers are not buying today. For a seed-stage startup, I would put most of the budget on reaching buyers who are in the market now, and keep one low-cost, always-on brand channel, usually founder-led content, running from the start.

A channel is working when it meets your pass mark for two consecutive periods and the cost stays acceptable as you put more into it. When you add the next one, take it from your shortlist, not from whatever is fashionable.

Example Co., step 5 Fictional

After six weeks (fictional results), association webinars bring qualified demos at $310 each, well under the $480 pass mark, so the team keeps them and adds budget. The scheduling-tool partner listing went live three weeks late, so that test is extended by four weeks. Paid social costs $900 per qualified demo and is stopped. Founder emails to centers on the named list cost hours, not budget, and keep booking demos, so they continue. One founder posts once a week in two owner communities, as the always-on brand channel.

Figure 7 After six weeks, association webinars pass at $310 per qualified demo and paid social fails at $900

Cost per qualified demo, Example Co.’s six-week tests Fictional

Pass mark $480

Association webinars Two sessions for owner members

$310 Passes: keep and add budget

Paid social to owners Ads aimed at center owners

$900 Fails: stop

Scheduling-tool partner Listing inside the partner’s app

Went live three weeks late: too early to read Extend four weeks

Founder outreach Emails to centers on the named list

Costs founder hours, not budget; keeps booking demos Keep running $0 $250 $500 $750 $1,000

When a channel is working: it meets the pass mark for two periods in a row, and the cost holds as you put more into it.

Show the numbers as a table
Test (fictional) Cost per qualified demo Decision
Association webinars $310 Passes: keep and add budget
Paid social to owners $900 Fails: stop
Scheduling-tool partner Too early to read Extend four weeks
Founder outreach Founder hours, no budget Keep running

Example Co.’s results from Step 5 are fictional. Bars drawn to scale from zero; the dashed line is the $480 pass mark from Step 4.

Do this

Put a review date on each test now, and write down which result means keep, extend or stop.

Which one channel should a B2B SaaS startup start with on no budget?

With no budget, a B2B SaaS startup should start with a founder-led channel, because it costs hours rather than dollars. In my view, choose founder-led outbound if you can name the companies you want and your price justifies a one-to-one conversation. Choose founder-led content if your buyers are many, smaller, and gather in one public place, such as LinkedIn or a professional community. If you are unsure, start with outbound: replies tell you within days whether your segment and message are right, while content takes months to build an audience.

How to pick between them

  • Outbound fits when you can list a few hundred target companies, the buyer’s role is clear, and a first-year deal is worth more than roughly $1,000 (my working view, not a benchmark).
  • Content fits when the price is low, buyers are hard to list by name, and a founder has a real point of view and will publish every week.

A weekly routine for outbound: research a fixed number of accounts you can sustain, write a short, specific first message to each, follow up twice, and log every reply. Rewrite the message every second week based on what people answer. In the US, the CAN-SPAM Act covers cold B2B email too: the FTC says “the law makes no exception for business-to-business email”, each commercial message must include a valid physical postal address, and opt-out requests must be honored within 10 business days[11]. This is orientation, not legal advice. Other countries have their own rules; check them before you send.

A weekly routine for content: publish one or two posts built from real customer conversations, spend time answering comments and other people’s posts in the same space, and end posts with one clear next step.

What to measure (not likes or impressions)

  • Outbound: positive reply rate, meetings with companies that fit your ideal customer profile, and meetings that reach a second step.
  • Content: conversations started by your posts (messages, demo requests that mention a post) from people who fit your profile.

Set a pass mark before you start and run the test for four to eight weeks. The common mistake is switching after two weeks, or automating volume before the message works. At Series A, hand the working channel to a first marketer or salesperson once it passes the mark twice.

What is the fastest way to get B2B SaaS leads without paid ads?

The fastest non-paid source of B2B SaaS leads is usually people who already know you, then founder-led outbound, because both can produce conversations within days. Partners, communities, founder content and search are slower but compound over time. The timings below are my rough expectations, not benchmarks; they vary with deal size, segment and how well you know the market.

Table 2. Non-paid channels, from fastest first signal to slowest (my rough expectations, not benchmarks)
Channel, fastest first First steps First signal (my view) What to measure
Warm network and referrals Ask customers, advisors and investors for two named introductions each Days, if you have a network; volume is limited Introductions made, meetings held
Founder-led outbound Build a named account list, send short personal messages, follow up twice Replies in days, meetings in one to three weeks Positive reply rate, qualified meetings
Partners Pick one partner who already serves your buyer, offer a joint webinar or listing One to three months to set up and launch Qualified leads per partner activity
Communities Join where buyers ask questions; answer helpfully before you mention your product Weeks to earn trust Conversations that start from the community
Founder content Post weekly from real customer conversations Months to build an audience Conversations and demo requests citing a post
Search (SEO and AI answers) Write pages for questions buyers already ask Often a year or more to build authority Qualified sign-ups or demos from search

How to use the ranking

Your network and referrals run out quickly, so pair a fast channel with one slower channel that compounds. At pre-seed, outbound plus warm introductions gives the quickest learning. At Seed, keep the channel that passed your test and start one compounding channel. At Series A–B, the compounding channels carry more of the load.

On conversion rates

No reliable universal figure exists across segments and price points, so I don’t give one. Set your own pass mark: work out what you can afford to pay for a customer from your margin and payback target, then turn it into an acceptable cost, in hours or dollars, per qualified meeting.

The common mistake is starting all six at once. Each gets a few hours a week, none produces readable results, and the team concludes nothing works. Run one fast and one compounding channel, and judge both after four to eight weeks.

What changes by stage?

  • Pre-seed — Founder-led conversations and one owned channel. The goal is learning who buys and why, not volume.
  • Seed — Test two or three channels from your shortlist with clear pass marks. Commit to the one that works.
  • Series A–B — Scale the working channel, add a second deliberately, and start measuring incrementality so you know what each channel really adds. The incrementality testing guide explains how.

What mistakes should I avoid?

  • Too many channels at once, each too thin to read.
  • Judging a test too early, before enough qualified conversations have happened.
  • Copying a competitor’s channel mix without knowing whether it works for them.
  • Copying a famous company’s route without its conditions. Word-of-mouth growth like Duolingo’s came with a free consumer app; a paid product for a few hundred businesses usually needs partners or outreach too.
  • Measuring clicks instead of pipeline.
  • Ignoring how buyers actually research, including peers and AI answers.

Related on AAJ

Articles

Playbooks

Templates and tools

References

The superscript numbers in the article match this list.

Filings, surveys and web pages were checked on October 14, 2026.

  1. 6sense (2025). The 2025 B2B Buyer Experience Report. November 2025. Nearly 4,000 B2B buyers in North America, EMEA and APAC with purchases of at least $25,000 in the past two years. 6sense.com
  2. Gartner (2026). “Gartner Sales Survey Finds 67% of B2B Buyers Prefer a Rep-Free Experience.” Press release, March 9, 2026. Survey of 646 B2B buyers, August–September 2025. gartner.com
  3. Plotkin, C. L. and others (2026). “The surprising economics of B2B growth: The new survival threshold and what it takes to thrive.” McKinsey & Company, May 28, 2026. 2026 Global B2B Pulse Survey of nearly 4,000 decision makers in 13 countries. mckinsey.com
  4. Weinberg, G. and Mares, J. (2015). Traction: How Any Startup Can Achieve Explosive Customer Growth. Portfolio, October 6, 2015. First published in 2014 as Traction: A Startup Guide to Getting Customers (S-curves Publishing). penguinrandomhouse.com
  5. Gartner (2026). “Gartner Survey Finds 69% of B2B Buyers Turn to Sales Reps to Validate AI-Generated Insights.” Press release, May 20, 2026. Survey of 645 B2B buyers, August–September 2025. gartner.com
  6. Forrester (2026). The State of Business Buying, 2026. Announced January 21, 2026. Buyers’ Journey Survey of nearly 18,000 business buyers. forrester.com
  7. Duolingo, Inc. (2021). Registration statement on Form S-1, filed June 28, 2021. US Securities and Exchange Commission. sec.gov
  8. HubSpot, Inc. (2014). Registration statement on Form S-1, filed August 25, 2014. US Securities and Exchange Commission. sec.gov
  9. Binet, L. and Field, P. (2019). The 5 Principles of Growth in B2B Marketing. LinkedIn B2B Institute, with data from the IPA Databank, B2B cases 1998–2018. linkedin.com
  10. Dawes, J. (2021). “Advertising effectiveness and the 95-5 rule: most B2B buyers are not in the market right now.” Ehrenberg-Bass Institute for Marketing Science, B2B report, May 2021. marketingscience.info
  11. Federal Trade Commission (2023). CAN-SPAM Act: A Compliance Guide for Business. August 2023, edited January 2024. ftc.gov

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