The AI automation agency that runs the systems it sells

Most projects that reach an AI automation agency fail before the software does, because nobody mapped the process being automated. We start there.

Quick answer: An AI automation agency designs, builds, and maintains AI-powered workflows across marketing, sales, and back-office operations. Cohort Marketing has run marketing and content operations since 2022, automates its own reporting, outreach, and creator sourcing, and sells those same systems to clients. Typical engagements start with a process map, prove value in a paid pilot on one workflow, then move to production with humans approving the expensive steps.

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Why hire an AI automation agency instead of stacking tools

You can get far on your own. Zapier, Make, and n8n are capable products, and for one linear workflow, a sharp ops person with a spare weekend will beat any agency on price. If that is your situation, read our guide to the best AI automation tools in 2026 and skip the sales call.

The math changes when the workflow touches revenue, customers, or compliance. Most DIY automations fail the same three ways. They get built on a process nobody documented, so they encode one person's habits and break when that person leaves. They ship without error handling, so bad outputs flow downstream silently until a customer or an accountant notices. And nobody owns them, so six months later there are forty automations running and no one can say which still work.

An agency earns its fee in exactly those three places: mapping the process before building anything, designing checks and approval gates where mistakes are expensive, and maintaining what ships. Everything else, including the AI itself, is increasingly a commodity.

What to check before hiring any automation agency, including us

  • Ask what they automate in their own business. An agency running manual reporting while selling automated reporting is telling you something.
  • Ask who maintains the system in month six, at what cost, and what happens if you leave.
  • Ask where humans stay in the loop. "Fully autonomous" on day one usually means errors you have not found yet.
  • Ask for the process map before the proposal. A price quoted before anyone studied your workflow is a guess with a signature line.
  • Ask how they measure success. Hours saved and error rates, not "AI adoption."
  • Ask what they would refuse to automate. If the answer is nothing, they are selling software, not judgment.
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What we automate

We build in five areas, and we stage them in the order your numbers justify, not the order that maximizes our invoice.

AreaWhat we automate
Marketing opsCampaign reporting pulled from ad platforms and analytics into one weekly summary, content pipelines that move briefs to drafts to review queues, creative variants produced in batches, and performance recaps your team stops writing by hand.
Sales opsLead research and enrichment, inbound qualification and routing, CRM field hygiene, and outreach drafts personalized from real signals, with a human approving anything that reaches a prospect.
Back officeInvoice and document handling, approval routing, and data entry between systems. Often the fastest payback of the five; we cover it in depth on our AI business process automation page.
ReportingRecurring management and client reports drafted from your systems on schedule, with anomalies flagged for a person to explain rather than for a model to guess at.
ContentBrief generation, first drafts, repurposing long-form into short-form, and QA passes against brand and factual rules before anything is published.

When a workflow needs multiple steps and judgment calls, a simple trigger-and-action chain stops being enough, and the right build is an agent: software that plans, uses tools, and checks its own output. That is a different discipline with different failure modes, and we treat it as one; see AI agent development for how those builds run.

And when an off-the-shelf tool genuinely covers the job, we say so and set it up in an afternoon. Small wins fund the trust that bigger builds need.

How engagements run: map, pilot, production, maintenance

Every engagement follows the same four stages. The order is the point: we do not write a line of automation until the process is on paper.

1. Process map

One to two weeks. We sit with the people who do the work and document the process as it actually runs, workarounds included, not as the SOP claims. Output: a map of where the hours go, a shortlist of automation candidates, and an estimate of what each would save.

2. Pilot

Two to six weeks on one workflow, using your real data, with a success metric agreed before the build starts. Your team reviews outputs alongside the automation until the numbers justify trust. If the pilot does not clear the bar, you stop with a small bill and a documented process map you keep either way.

3. Production

The pilot gains the unglamorous work that separates a demo from a system: error handling, logging, fallbacks for when an API or model fails, approval gates where mistakes are expensive, and training so your team can run it. The anatomy of a production workflow, from trigger through model, tools, checks, and human gate, is laid out in our AI workflow automation guide.

4. Maintenance

Prompts drift, APIs change, models get deprecated, and your process evolves. We maintain systems on a monthly retainer, or hand them over with documentation your team can actually operate from. We do not build dependencies designed to keep you captive, and we put that in the contract. Retainer clients also get a quarterly review of what is worth automating next.

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What it costs and how pricing works

Honest ranges, because "it depends" is true but useless. Pilots start in the low four figures and cover one workflow end to end. Production builds scale with the number of systems we integrate, the depth of testing your risk tolerance requires, and any compliance constraints. Ongoing retainers scale with scope: how many workflows we maintain and how fast you want changes turned around.

Most clients begin with a pilot rather than a program, because a working pilot answers pricing questions better than any proposal we could write.

Three costs that rarely appear in proposals but always appear in reality:

  • Model usage. API spend is usually modest at back-office volumes but grows with scale, and we pass it through transparently rather than marking it up quietly.
  • Evaluation. Testing an automation against real edge cases is often a third of the build effort, and skipping it is how silent errors ship.
  • Maintenance. An unmaintained automation is a liability with a login, so budget for upkeep or a proper handover from day one.

Two pricing patterns to distrust in this category:

  • Fixed quotes offered before anyone has mapped your process. These are guesses that get recovered later through change orders.
  • Percent-of-savings pricing. It sounds aligned but rewards inflated baselines.

Both patterns shift risk onto you while looking generous.

If you want the analysis without the build, that is a separate and smaller engagement: our AI automation consulting covers audits, roadmaps, and build-versus-buy decisions, priced apart from delivery so the advice is not a sales funnel.

Why Cohort Marketing

We are an operator, not a software reseller. We map the process first, automate second, and keep humans in the loop where errors are expensive. That order costs us some quick sales and saves clients from automating a broken process faster.

We have run marketing and content operations since 2022: 500+ campaigns for 300+ projects, for clients including Gate.io, Swissmoney, Zerion, and Step App. We sell the systems we run ourselves. Our own content ops, reporting, creator sourcing, and outreach run on automation we built internally, which means we hit the edge cases, the model drift, and the maintenance bills before a client ever does. And because we price maintenance separately, you will know what a system costs to keep alive before you commit to building it.

Our sweet spot is SMBs and scale-ups where marketing, sales, and back-office operations are run by small teams drowning in repeated work. We know crypto, Web3, and iGaming deeply from years of operating there, but the systems we build are the same ones any business runs on: leads, content, documents, reports. That experience shows up in the details: rate limits, approval flows, and audit trails are in the first draft of our proposals, not discovered in month three.

What we are not: an enterprise systems integrator, a bench of two hundred offshore developers, or a tool vendor with a services arm attached. If your project needs a full ERP migration or a certified enterprise partner, we will tell you on the first call and point you somewhere honest.

Related solutions

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Bring one process. Leave with a plan.

Book 30 minutes and bring the process that eats the most team time. We will sketch how it could run automated, where a human still signs off, and roughly what a pilot would cost. If a cheap off-the-shelf tool covers it, we will say so and tell you which one.

Other Services

Blockchain marketing expertise icon representing Cohort Marketing Web3 strategy services

Blockchain Marketing Expertise

Leverage our deep understanding of DeFi, NFTs, and crypto ecosystems to skyrocket your project's visibility and user adoption

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Streamer Sponsorship Management

Streamer Sponsorship Management

End-to-end streamer sponsorship management: sourcing, concurrent forensics, deal negotiation, contracts, compliance briefs, and weekly FTD reporting.

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Casino Clipping Campaigns

Casino Clipping Campaigns

Managed clip campaigns for casino operators: footage sourcing, editor pods, compliance review, account seeding, and FTD attribution at $1-5 per 1,000 views.

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Casino Streamer Sponsorships

Casino Streamer Sponsorships

Booking and managing Kick, Twitch and YouTube casino streamers: vetting, deal structures, compliance and clipping that turns sessions into evergreen acquisition.

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Casino VIP Player Marketing

Casino VIP Player Marketing

VIP and high-roller programs for operators: tier design, host playbooks, personal offers and reactivation that protect the players who drive most of your GGR.

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Crypto Casino Launch Marketing

Crypto Casino Launch Marketing

Launch program for new crypto casinos: positioning, KOL and streamer waves, affiliate program setup and community build to the first 1,000 depositors.

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Robinhood Chain Marketing Agency

Robinhood Chain Marketing Agency

Full-stack marketing for teams on Robinhood Chain: KOL campaigns, token launches, PR, clipping and community operations.

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iGaming & Casino Marketing

iGaming & Casino Marketing

Creator campaigns, clipping, affiliates and paid media that can pass review for casinos and sportsbooks.

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UGC Creator Sourcing

UGC Creator Sourcing

UGC creator sourcing and vetting from a 3,000+ UGC creator roster: audience checks, niche fit, contracting, rights and bench depth for volume.

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Crypto UGC Content Production

Crypto UGC Content Production

End-to-end crypto UGC content production: scripting, creator direction, editing, localisation and platform-ready cuts, delivered weekly.

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Crypto Influencer Marketplace

Crypto Influencer Marketplace

Browse 5,000+ vetted crypto influencers by platform, chain and language, with engagement data shown before you book.

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MiCA License Support for Crypto Projects

MiCA License Support for Crypto Projects

MiCA license support for crypto projects: jurisdictions, costs, 9 to 15 month timelines via vetted legal partners, plus EU marketing built in parallel.

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YouTube Influencer Marketing

YouTube Influencer Marketing

Dedicated reviews, integrations and explainers with trusted crypto YouTubers: long-form content that keeps converting.

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Crypto Micro-Influencer Marketing

Crypto Micro-Influencer Marketing

Activate niche crypto micro-influencers with highly engaged audiences for efficient, authentic, high-converting reach.

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KOL Campaign Management

KOL Campaign Management

End-to-end management of your crypto KOL campaigns: outreach, contracts, scheduling, deliverables, and reporting.

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Crypto KOL Marketing

Crypto KOL Marketing

Source, brief and track KOLs on X, YouTube, Telegram and TikTok against a written brief.

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Crypto TikTok Marketing

Crypto TikTok Marketing

Algorithm-native TikTok campaigns for crypto and Web3: creators, clipping, and short-form video that reach retail at low CPMs.

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UGC Creator Management

UGC Creator Management

UGC sourcing, briefs, QA and a weekly volume of short-form you can actually publish.

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Blockchain Marketing Agency

Blockchain Marketing Agency

End-to-end marketing for L1/L2s, DeFi and token launches, scoped to the markets you can actually reach.

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Token Launch Clipping Campaigns

Token Launch Clipping Campaigns

Performance-driven clipping campaigns built around your TGE, presale, or exchange listing, measured in views, wallets, and on-chain conversions.

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Crypto Clipping Agency

Crypto Clipping Agency

Same-day clips for TikTok, Reels, Shorts and X, written to the product story rather than a generic hook.

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Blockchain Promotion Agency

Blockchain Promotion Agency

Blockchain promotion agency amplifying crypto projects through KOL campaigns, PR placements, community events, and cross-protocol partnerships. Maximum visibility, minimum noise.

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Blockchain Advertising Agency

Blockchain Advertising Agency

Blockchain advertising agency navigating crypto ad restrictions across Google, Meta, X, and Web3-native platforms. Compliant campaigns that drive real conversions.

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Blockchain Design Agency

Blockchain Design Agency

Specialized blockchain design agency creating UI/UX for DeFi dashboards, token platforms, NFT marketplaces, and crypto wallets. Web3-native design that converts.

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Blockchain Tech Development

Blockchain Tech Development

Transform complex concepts into powerful infrastructures. Our team builds secure solutions that scale

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Crypto Fundraising

Crypto Fundraising

A narrative pack an allocator can finish. We do not sell warm intros as the product.

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Web3 GTM Strategy

Web3 GTM Strategy

A launch plan with dates, owners and a definition of done — not a 40-page GTM PDF.

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Blockchain PR

Blockchain PR

Turn a product milestone into one story, one embargo, and outlets that will run it.

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Crypto Influencer Marketing

Crypto Influencer Marketing

Pair the product with creators who already talk to that market, then brief and track them.

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Crypto Growth Hacking

Crypto Growth Hacking

Skip the slow growth phase. Our strategies turn casual users into passionate advocates of your project

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Crypto Community Management

Crypto Community Management

Named mods, a tone of voice, and rituals so the chat stays usable.

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Crypto Social Media Management

Crypto Social Media Management

A posting timetable for X, Telegram and the rest — product notes, not filler.

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Web3 Branding

Web3 Branding

Identity that still reads in a Telegram avatar and a listing tweet.

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What Sets Us Apart

How we run the work once a brief is in

Blockchain marketing expertise icon representing Cohort Marketing Web3 strategy services

Blockchain Marketing Expertise

We work in DeFi, tokens and iGaming every week. The job is visibility that turns into use, not a louder feed.

Web3 Full Circle Marketing Agency

24/7 Community Management

Telegram, Discord and X with moderation, scam response, and a tone people recognise.

Web3 Full Circle Marketing Agency

Crypto Native PR & Media

Press when there is a story worth an embargo, and creators who already cover that beat.

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Data-Driven Growth Hacking

On-chain, referral and creative numbers on one weekly sheet. If we cannot explain a figure, it does not go in.

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Comprehensive Web3 Services

Launches, always-on social, creators and PR under one UK company — not three white-label vendors.

Web3 Full Circle Marketing Agency

Proven Blockchain Success

Since 2022 we have worked with DeFi, exchanges, wallets and iGaming teams that need a named owner on the brief.

Client Success Stories

Campaigns and retainers for protocols, tokens, wallets and iGaming

Gate.io: Trading Volume

Surpassed the $100M monthly trading volume target, averaging $153M through strategic social media and influencer marketing campaigns

Swissmoney: Verified Users Acquisition

Onboarded 32K German-speaking users and cut CPA 4x for a Swiss crypto-banking platform

Zerion wallet: Social Media Presence

Doubled social media presence to 117K followers in 6 months for a leading DeFi wallet through targeted content strategy

Step App: TGE

Executed successful token generation event (TGE) for a move-to-earn fitness platform, achieving significant holder distribution and trading volume


Send a short brief. We will reply with whether a campaign, a launch window or a retainer is the right next step.

Send a message — we reply by email only.

What you need from Cohort

Project or/and whitepaper overview

Your core marketing goals

How Cohort works

Any questions about Web3 marketing

We look forward to discussing how Cohort Marketing can accelerate your Web3 project’s success and help you achieve your goals.

See you soon!

We'll be in touch soon to spark some Web3 magic together.
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Frequently Asked Questions

How much does an AI automation agency cost?

Pilots typically start in the low four figures and cover one workflow over two to six weeks. Production builds and monthly retainers scale with the number of systems integrated, testing depth, and maintenance scope. Treat any fixed quote made before someone maps your process as a guess. We price after the process map and show the logic behind the number.

How long until automation shows measurable results?

A pilot proves or kills the case inside two to six weeks, because we agree on the success metric before building: hours saved, turnaround time, or error rate. Production rollout adds a few more weeks for integrations and training. Anyone promising company-wide transformation in a month is describing a demo, not a deployment.

Can we just use Zapier or Make instead of hiring an agency?

For a single linear workflow, yes, and we will tell you so on the call. An agency makes sense when workflows touch revenue or compliance, span several systems, or need error handling and maintenance that outlive the person who built them. The honest test: if a broken automation could run unnoticed for a week and cost real money, do not DIY it.

Who maintains the automations after launch?

Either we do, on a monthly retainer covering monitoring, prompt and model updates, and fixes when APIs change, or your team does, after a documented handover we build for that purpose. What we avoid is the industry default: shipping a system only the builder understands, which turns every small change into a new invoice.

Is our company too small to need an AI automation agency?

Sometimes, and we say so. The test is not headcount but repetition: if your team spends ten or more hours a week on the same reporting, data entry, or content assembly, automation usually pays back within months. Under that bar, start with off-the-shelf tools; our 2026 automation tools guide covers the ones worth trying first.