Digital Marketing Agent for DTC & SaaS
guide
Most Hacker News posts that took off for big open source projects were not launches. Here is why nobody saw yours, and a Show HN strategy for your next post.
research_paper
A test of 337,724 people found a 7 day free trial sold more than a 30 day one. Here is what happens inside a long trial, and how to pick your own length.
how_to_playbook
481 tests found a deadline changed nothing. What fixes an agency client approval process: a shorter ask, a second send with the post, and a rule for silence.
guide
Marketing tech stack consolidation: teams use only 49% of the tools they pay for. Why stack sprawl slows execution, and how to consolidate for speed.
blog
B2B buyer journey: buyers now cross 10 touchpoints before they trust a vendor. Which channels to cover beyond review sites, and how to prioritize them.
guide
Ad ideas from 5-second signals, not big brainstorms: where to find winning creative fast, hook attention early, and scale testing without more headcount.
research_paper
Why companies struggle to scale AI agents: 57% have moved beyond chat but only 23% have scaled agents. The execution gap, and what closes it.
blog
AI inference costs will decide the agent era, not bigger models. Why smaller models win on economics, and how to build for agentic workloads.
blog
Keyword-first SEO is losing in AI search. Why more content no longer wins in 2026, and what deep, original content does differently for lean teams.
comparison
Ubersuggest alternative: Scout7 vs Ubersuggest in 2026. Keyword volume alone no longer wins; compare content depth audits and execution, not just keywords.
comparison
Marketing automation for small teams: 75% use AI yet 84% still ship generic campaigns. Ideas aren't the gap, execution is. What to use instead.
guide
AI citation strategy: rankings no longer guarantee visibility. How AI engines pick sources, and how schema and chunking make your pages citable.
blog
What is agent-native SaaS? Why apps built only for human users become a bottleneck, and how to design APIs, oversight and governance for AI agents.
research_paper
Do backlinks matter for AI search? Brand mentions correlate 0.664 with AI visibility vs 0.218 for backlinks. What that means for your off-page plan.
comparison
How to reduce SaaS CAC: nine weeks, $889 of ads, 667,395 impressions and zero signups. What the ledger showed, and the organic loop that did better.
how_to_playbook
AI agent marketing workflow: 949 comments in 10 days with 3 retractions, run on a brand profile instead of a prompt. The files you can copy.
framework
Brand voice with AI: the canonical facts file, per-platform stances and banned phrases we use, plus five numbers that prove the voice is holding.
how_to_playbook
How to use MCP for marketing in Claude Code: connect Claude, Cursor or ChatGPT to a live marketing workspace and run a full day of content from one plan.
blog
Why viral content fails B2B SaaS: spikes don't compound. How to replace campaign bursts with a weekly organic loop that keeps growing.
guide
What is AEO? Answer engine optimization explained: how to turn an existing page into answer-first content that AI search can lift, cite and surface.
guide
Generative engine optimization (GEO): why AI search cites competitors with earned authority, and how to structure content and mentions to get cited.
market_pov
Is SEO dead in 2026? No, but AI search changed the job. What died, what didn't, and how to optimize for AI Overviews without dropping SEO basics.
market_pov
AI Overviews SEO: ranking #1 no longer guarantees the click. What makes a page citation-worthy in Google's AI answers, and how to build for it.
guide
Does ChatGPT use Google? About 40% of AI citations start in Google results. How ChatGPT, Perplexity and AI Overviews find, retrieve and cite pages.
how_to_playbook
AI crawler optimization for SaaS: 4 technical fixes covering server-side rendering, robots.txt, metadata and sitemaps, plus how to monitor AI bot visits.
blog
AI marketing agent vs AI tools: tools wait for prompts, agents run the work. The real difference for B2B founders, and how to set up a loop that executes.
blog
The hidden cost of AI marketing tools is the founder's glue work between them. Where the time goes each week, and how to take yourself out of the loop.
blog
What is a marketing control plane? Why more AI content still doesn't grow without one, and how orchestration turns busy output into a running loop.
blog
Marketing orchestration vs marketing automation: automating more tasks can mean less growth. The difference, and three steps to connect your system.
case_study
Organic vs paid CAC for B2B: 167 comments brought a signup that $889 of ads never did. The full ledger, the arithmetic, and how to price both channels.
case_study
What happens when you stop engaging online? Our organic traffic fell 46% in three days after we switched off commenting. What that says about growth loops.
comparison
Social media engagement cost: how many comments it takes to win one follower on Threads, X and Instagram, and how to choose the platform worth your time.
comparison
LinkedIn ads vs organic for B2B: $186.81 in sponsored reach against $0 organic on the same page and month. What lasted, what didn't, and where to spend.
comparison
Best AI marketing tools 2026: 11 tools ranked for founders on scanning, creating, publishing, measuring, agent fit and pricing transparency.
guide
Marketing MCP servers: ask these 4 questions before you choose one, to tell a tool that only reports data from an agent that actually runs your marketing.
first_hand_story
X reply strategy: one month of data showed replies got 13.1x more reach than posts, while posts won the follows. How to score the two separately.
guide
Sitemaps and crawl budget for AI bots: audit robots.txt, structure your sitemaps, and see which AI crawlers actually visit so they find your best pages.
how_to_playbook
Internal link audit for AI crawlers: 4 fixes for orphan pages, broken links and redirect chains, and a link structure that gets every page found.
first_hand_story
Instagram funnel conversion in real numbers: 2,001 views, 574 profile visits and 29 link taps over 28 days. How to measure each step honestly.
first_hand_story
LinkedIn followers vs impressions: 8,459 followers produced 2,405 impressions, 0.28 each. Why followers aren't reach, and what to track instead.
comparison
Claude vs ChatGPT for marketing in 2026: compare connectors, publishing, measurement and setup, plus a 4-part test to see which one actually executes.
blog
Instagram for B2B: in our 10-day test it won the most replies but had the worst follower growth. Why each platform needs one job, not every job.
case_study
Marketing experiment sample size: 42.9% of our Reddit threads got a reply, but 14 threads is too few to act on. The pre-registration rule we use instead.
case_study
Threads vs X vs Instagram for B2B: 10 days and 840 comments of real data. Threads won followers, Instagram won replies, X won neither. How to pick.
first_hand_story
UTM link in bio: 577 comments showed zero measurable visits because bio links were untagged. The 20-minute tracking fix that makes social traffic visible.
framework
Organic marketing automation: we mapped 15 jobs a solo marketer does and found only 4 worth automating first. The framework, and how to build the loop.
market_pov
Do AI crawlers render JavaScript? Mostly not. How to audit a React site so AI bots can read and cite your product copy, links and proof points.
how_to_playbook
Can AI crawlers read your site? A 5-minute GPTBot test using raw HTML shows what bots actually see, where JavaScript hides content, and how to fix it.
how_to_playbook
Scheduled posts not getting views? 'Published' only means the request was accepted. Four browser checks to confirm your posts actually reached people.
first_hand_story
AI agent memory made our marketing agent repeat the same idea four times. Why more memory narrowed its output, and the 10-minute blocklist fix that worked.
Video hooks for B2B: our six videos had 0% completion and 5 to 9 second watch times. The hook test we skipped, and how we rebuilt the opening seconds.
framework
SEO vs AEO vs GEO: what is different, what is shared, and one content workflow that ranks in Google, gets cited in AI answers and earns AI referrals.
how_to_playbook
How to get your content cited by AI in 5 steps: answer first, self-contained passages, schema, an in-page FAQ, and tracking rank and citations separately.
framework
B2B attribution models are half right. A one-afternoon check scores every analytics row for trust using a spreadsheet and your 30 most recent signups.
framework
How does ChatGPT choose its sources? A plain-English walk through the 8 steps between a question and a citation, and how to write passages AI will quote.
how_to_playbook
MCP tool optimization: most wrong tool calls come from overlapping tool definitions, not too many tools. How to audit, merge and prune what your agent sees.
how_to_playbook
Robots.txt for AI bots: which crawlers to block and which to allow. Blocking the wrong one hides you from buyers asking ChatGPT. A practical playbook.
case_study
Why isn't my brand mentioned in AI answers? A well-built B2B site was named zero times. AI quotes other people's pages, so here's what to publish next.
research_paper
How accurate are AI visibility audits? We graded one against our own data: 14 confirmed, 9 unknowable, 3 wrong. Three questions to ask any audit report.
case_study
Do multiple domains hurt AI search visibility? A SaaS that published across four domains built no AI authority. Why the entity never came together.
market_pov
SaaS repositioning checklist: your new pitch reached every page people edit but none that machines read, so AI still names the old company. What to update.
case_study
Brand consistency for AI search: a technically perfect site described itself 7 different ways and got zero AI citations. A 5-minute consistency test.
market_pov
Why your reach dropped after a posting break: the algorithm didn't punish the gap, your first post back reached the wrong people. What to post first.
case_study
How to fix outdated brand info in AI answers: one old launch listing kept AI describing a product the company no longer sold. Find and fix the source pages.
research_paper
What AI can learn about your company without a login: we ran our AI visibility audit on ourselves. 26 findings, 14 correct. What your public record says.
market_pov
Should headings be questions for AI search? We counted 8 Perplexity-cited SaaS pages: every title was a question, but only 24% of body headings were.
market_pov
Does Google penalize AI content? Data on a million pages says no crash, just pages that stay flat forever. What actually gets caught, and how to avoid it.
market_pov
Why clients leave marketing agencies: a two-sided survey found clients blame the work while agencies blame budget. The one retention test to run this week.
market_pov
Marketing metrics for solo founders: five 2026 studies gave answers from 31% to 23x. Why your small numbers are mostly noise, and when a difference is real.
first_hand_story
AI share of voice tested: we asked ChatGPT for the best tools 20 times. Six brands appeared every time, the rest churned. What the metric really measures.
market_pov
Single-agent vs multi-agent systems: when splitting work across AI agents helps and when it breaks. The one question to ask before you hand a job to two agents.
market_pov
Marketer burnout is about control, not workload. Survey data shows who picks your week matters more than hours worked. A 5-minute test to check yours.
market_pov
Technical content strategy in 2026: engineers no longer research on the seller's site first. Where they look now, and what your technical blog should do.
how_to_playbook
The don't break the chain method makes founders quit: one missed day turns into a silent month. Research shows planned skip days bring you back faster.
research_paper
Attention residue explains why your one free hour of writing comes out thin. The famous 23-minute number was never measured. A one-minute fix that helps.
market_pov
Marketing agency pricing models for AI-assisted work: clients rarely asked for the AI discount agencies feared. Price one job the new way first, then set rates.
research_paper
Show HN metrics: across 188,085 posts, comments barely predict usage (r=0.10) while upvotes do better (r=0.29). How to read your launch in the first 48 hours.
research_paper
How founders got their first B2B customers: 59 named the channel. Only 5 said their blog, 20 said a community, none said ads. Where to start at zero.
research_paper
How to evaluate AI marketing tools without a rigged pilot: why most trials are decided before the tool starts, and a fairer test you can run in one week.
market_pov
AI content disclosure: does labeling AI content hurt reader trust? 13 preregistered experiments say yes, even with identical writing. What reduces the drop.
guide
A founder content strategy that lasts: post in seasons with a clear end, not 'every week forever'. Studies show why people stall in the middle, and the fix.
market_pov
LinkedIn algorithm 2026: does posting more increase reach? Buffer and Metricool studied millions of posts and got opposite answers. Here's why both are right.
market_pov
Agency client acquisition cost is the unpaid hours you pitch before a client pays. Survey data shows win rates rose while the wait doubled. How to cut it.
market_pov
Social proof on landing pages: why 4.5-star reviews sell better than a perfect 5, where a small honest flaw belongs, and how to use your first five reviews.
research_paper
Curse of knowledge examples from product launch posts: why the person who built it can't see what's unclear, and a simple stranger test to fix your launch copy.
research_paper
Can AI agents read your pricing page? We fetched 32 SaaS pricing pages like GPTBot: 4 showed no price, each for a different reason. Run the 4 checks on yours.
research_paper
Does AI make your content sound generic? In a 300-writer study, AI ideas made stories better but more alike. Where it comes from, and what to write yourself.
research_paper
The planning fallacy in marketing: why your launch still runs late even when you check how long it took last time, and the one fix that actually works.
research_paper
Why nobody on your team posts about a release: groups do less than one person alone. Four studies explain it, plus the one change that gets posts written.
research_paper
How to stay consistent with posting: four studies show a plan with two skip days survives a bad week better than posting daily. Write yours in 5 minutes.
how_to_playbook
How to write release notes users act on: in 32,425 real release notes only 2 in 100 told readers what to do. A 5-minute test and a 3-sentence template.
how_to_playbook
About 96 in 100 pages get no visitors from Google. Where a busy founder's writing hours do the most good this week, and which pages to leave alone.
case_study
A case study on why unreplied comments can still support B2B organic growth—and how to read engagement data without making false claims.
market_pov
SEO still matters, but AI search changed the job. Learn the difference between SEO, AEO and GEO — and how to optimize for AI overviews.
blog
AI drafts are easy. Growth is not. Learn why founders must move from managing prompts to running an autonomous organic marketing loop.
case_study
Our B2B organic growth automation ledger: $889.44 of ads, zero signups, and a 46% traffic drop within three days of switching the comment agent off.
blog
Content volume still matters in 2026—but only when it compounds expert-led depth. Here’s how lean teams improve SEO in AI-driven search.
