Updated August 2026·20 min read

9 best marketing automation platforms for marketing teams (comparison, features & pricing 2026)

Velocity Team
Email, customer journey, and social campaign cards connected across a pale blue marketing workspace

This comparison covers nine marketing automation platforms for marketing teams in 2026, scored on features, pricing, and real team fit.

Marketing teams automate repetitive campaign work so specialists are not copy-pasting the same send, tag, and publish steps every week. The stack usually splits: email and CRM journeys in one tool, social content in another. That split is why a single "best platform" answer depends entirely on where the bottleneck sits.

This page is for in-house marketing teams and the operators who use the tool daily. We score on team fit, official pricing (or honesty about custom quotes), and workflow coverage. Tools in this category still cluster around email and CRM, which is why social-led automation is scored on its own terms rather than measured against an email nurture rubric.

Throughout this article, a marketing automation platform is software that runs repeating marketing workflows with rules or agents. That includes email journeys, lead scoring, ecommerce flows, and social research-create-schedule-publish cycles. Not every platform on this list does all of those things, and that is the point.

What is the best automation platform for marketing teams?

  • Velocity: Agent-led social automation for marketing teams
  • HubSpot: Best for CRM-connected inbound marketing automation.
  • Adobe Marketo Engage: Best for enterprise B2B demand generation.
  • Salesforce Marketing Cloud Engagement: Best for high-volume multichannel campaigns.
  • Braze: Best for real-time cross-channel customer engagement.
  • Salesforce Marketing Cloud Account Engagement: Best for B2B lead nurturing within Salesforce CRM.
  • Klaviyo: Best for ecommerce lifecycle email and SMS.
  • ActiveCampaign: Best for visual contact-based automation for mid-market teams.
  • Customer.io: Best for product-triggered customer journeys.

How we tested these marketing automation platforms

We tested all nine platforms against the job a marketing team runs in a typical week: campaign setup, automation logic, team seats, and official pricing or packaging. Every platform was evaluated across six equally weighted dimensions:

  • Ease of use for a marketing operator, not a developer or consultant.
  • Workflow depth across email, CRM, ecommerce, or social.
  • Team fit, including seats, Brand Identities, or business units.
  • AI that actually does work versus surface-level caption buttons.
  • Pricing honesty from official pages, not sales-call estimates.
  • Time-to-first-automation, meaning how quickly a new operator ships a live workflow.

We evaluated agent-led social tasks separately so Velocity's assistant workflows were judged on their own merits. Where a platform is a category leader for email or CRM, we say so. Where it is a weak fit for social-led teams, we say that too. Velocity is the reverse: it leads for agent-led social automation and does not replace an email MAP.

Marketing automation platforms comparison: team fit at a glance

PlatformBest forKey featuresTeam fit
VelocityAgent-led social automation for marketing teamsAI Social Media Assistant, Brand Identities, natural-language schedulingLean marketing teams that need social done without extra seats
HubSpotCRM-tied inbound automationMarketing Hub workflows, lead scoring, Breeze toolsIn-house teams already living in HubSpot CRM
Adobe Marketo EngageEnterprise B2B demand programsLead routing, account-based marketing, journey analyticsLarge B2B marketing orgs with ops support
BrazeReal-time cross-channel customer engagementCanvas orchestration, Braze Data Platform, BrazeAI, email, push, SMS, and in-product messagingDigital-first growth and lifecycle teams with event-rich customer data
Salesforce Marketing Cloud EngagementHigh-volume multi-channel sendsJourney Builder, email/mobile messages, Agentforce campaign creationEnterprise marketing orgs on Salesforce, billed per org
Salesforce Marketing Cloud Account EngagementB2B nurture on Salesforce CRMLead scoring and grading, engagement programs, Sales Cloud syncB2B teams whose sales pipeline already sits in Salesforce
KlaviyoEcommerce lifecycle email and SMSProfile-based flows, Shopify-class integrations, built-in reportingEcommerce marketing teams with growing profile counts
ActiveCampaignVisual automations on a contact databaseMulti-step automations, Active Intelligence, CRM add-onsSMB and mid-market teams that want automation without an enterprise MAP
Customer.ioProduct-triggered messagingVisual journeys, 5,000-profile Essentials tier, extra-profile overageProduct marketing and lifecycle teams sending event-based messages

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Velocity: agent-led social automation for marketing teams

Velocity is the platform for marketing teams whose automation gap is social. Specialized agents coordinate research, on-brand image and post creation, scheduling, and publishing across Instagram, Facebook, YouTube, TikTok, LinkedIn, and X, with a separate Brand Identity per brand.

Key features:

  • Brand Identities: Each brand keeps its own learned voice.
  • AI Social Media Assistant: coordinates specialized agents for research, creation, scheduling, publishing, and analytics from one conversation.
  • Natural-language scheduling: tell the assistant a stated time or let it recommend a time.
  • Topic attention: Tracks social media attention across 10 topics for your brand

Pros:

Cons:

  • Velocity does not run email journeys, lead scoring, or CRM marketing automation, so it cannot replace HubSpot, Marketo, or Salesforce as the team's MAP.
  • There is no permanent free plan. Paid plans start after a 7-day free trial.
  • Assistant usage is limited by plan, and Velocity covers six social channels rather than email, SMS, or web personalization.

Pricing:

  • Pro: $29/month, 15 connected social channels, 3 Brand Identities, unlimited seats, basic analytics, Brand Health
  • Pro Max: $149/month, 30 channels, 5 Brand Identities, 5x AI Social Media Assistant usage, memory across conversations, priority support
  • Pro Max + Business: $399/month, 75 channels, 10 Brand Identities, 20x assistant usage, attention tracking in 10 topics
  • 7-day free trial. Yearly billing is offered on the live pricing page. Usage limits apply.

Verdict: Velocity is the first pick for marketing teams that need agent-led social automation with unlimited seats and separate Brand Identities. It is the wrong MAP if the brief is email nurture or B2B lead scoring.

HubSpot: CRM-tied inbound automation for in-house teams

HubSpot Marketing Hub is the leading inbound automation suite for teams that already run contacts, deals, and content inside HubSpot CRM and want workflows, lead scoring, and reporting in the same login.

Key features:

  • Visual workflows and omni-channel automation on Professional and above.
  • Lead scoring and marketing contacts billed by tier (Starter 1,000; Professional 2,000; Enterprise 10,000 included).
  • Breeze AI tools, including Breeze Social Agent on higher tiers.
  • Native CRM, CMS, and social tools in one customer platform.

Pros:

  • One CRM plus marketing login, which ActiveCampaign and Customer.io still assemble through integrations.
  • Free marketing tools exist for two users (forms, branded email, 2,000 sends per month).
  • Strong training surface (HubSpot Academy) for marketing teams ramping operators.

Cons:

  • Professional jumps to $800/month billed annually plus a $3,000 onboarding fee, which is steep for a small marketing team.
  • Contact-tier overages raise the bill as the database grows.
  • Social features exist, but they are not agent-led in the way Velocity's assistant is.

Pricing:

  • Free: $0/month, up to 2 users, 2,000 emails/month, HubSpot branding
  • Starter: $9/seat/month billed annually ($15/seat/month billed monthly), 1,000 marketing contacts
  • Professional: $800/month billed annually ($890 monthly), 3 core seats, 2,000 contacts, $3,000 one-time onboarding; extra core seats $45/month billed annually
  • Enterprise: $3,600/month, 5 core seats, 10,000 contacts, $7,000 onboarding; extra seats $75/month

Pricing sourced from HubSpot's official pricing page and HubSpot's editorial pricing breakdown.

Verdict: HubSpot is the default leading choice for marketing teams standardized on HubSpot CRM. Budget for Professional if you need real automation, and keep a separate social workflow if agent-led publishing matters.

Adobe Marketo Engage: enterprise B2B demand programs

Adobe Marketo Engage is the enterprise B2B marketing automation platform for teams that need lead routing, account-based programs, and journey analytics at a scale that small contact-based tools do not cover.

Key features:

  • Four packages: Growth, Select, Prime, Ultimate (capability steps up from foundational automation to premium attribution).
  • Lead- and account-based marketing, intelligent nurturing, and lead routing.
  • Journey analytics and AI personalization on higher packages.
  • Pricing based on database size via Adobe quote, not a public list price.

Pros:

  • Deep B2B program object model that HubSpot Professional still simplifies.
  • Native fit for Adobe Experience Cloud buyers.
  • Official packaging is capability-clear even when dollars are quoted.

Cons:

  • No public list price; teams must request a customized quote from Adobe's Marketo pricing page.
  • Implementation and ops overhead is high for a lean marketing team.
  • Not built as a social content assistant.

Pricing: Custom quote from Adobe. Four packages (Growth, Select, Prime, Ultimate) priced by database size. No public starting dollar figure is available.

Verdict: Marketo Engage belongs on the shortlist when the marketing team is a B2B demand org with ops support. It is not the leading tool for a small team that needs to stand up automation this week.

Salesforce Marketing Cloud Engagement: high-volume multi-channel sends

Salesforce Marketing Cloud Engagement (the current Engagement SKU for Salesforce Marketing Cloud) is the high-volume email and mobile engagement suite for enterprise marketing orgs that already buy Salesforce and need journeys at org scale.

Key features:

  • Pro+, Corporate+, and Enterprise+ editions billed per org per month, annually.
  • Email, mobile messaging, and multi-channel journeys on higher editions.
  • Agentforce campaign creation.
  • Automation Studio and Journey Builder on the documented feature matrix.

Pros:

  • Official list prices exist, unlike Marketo.
  • Message volume is built for 2.5 million to 150 million email messages depending on edition.
  • Ties into Salesforce Sales, Service, and Commerce data.

Cons:

  • Entry Pro+ is $2,000/org/month billed annually, before add-ons.
  • Journey Builder is not on Pro+ according to the official feature matrix.
  • Overkill, and a weak team fit, for a five-person marketing team that mainly needs social plus email.

Pricing:

  • Pro+: $2,000 USD/org/month billed annually; Marketing Cloud Growth, 2.5 million email messages, 15,000 contacts
  • Corporate+: $5,500 USD/org/month billed annually; 10 million emails, 1 million mobile app messages, 45,000 contacts
  • Enterprise+: $30,000 USD/org/month billed annually; 150 million emails, 10 million mobile app messages, 500,000 contacts

Pricing sourced from Salesforce Marketing Cloud Engagement pricing.

Verdict: Engagement is a leading enterprise send platform, not a mid-market starter MAP. Put it on the list when volume and Salesforce alignment beat seat-simple pricing.

Braze: real-time cross-channel customer engagement

Braze is the customer engagement platform for digital-first marketing teams that need to coordinate personalized journeys across email, push notifications, SMS and RCS, WhatsApp, in-app messages, Content Cards, landing pages, paid audiences, and webhooks. Braze Canvas handles journey orchestration, while the Braze Data Platform and BrazeAI connect live customer signals to personalization, experimentation, and campaign execution.

Key features:

  • Canvas campaigns and multi-step customer journeys with real-time triggers, testing, frequency controls, and cross-channel coordination.
  • Braze Data Platform with Cloud Data Ingestion, zero-copy segmentation and personalization, custom data and catalogs, data transformation, and export.
  • Cross-channel messaging across email, push, SMS, MMS, RCS, WhatsApp, LINE, KakaoTalk, in-app messages, banners, Content Cards, landing pages, audience sync, and webhooks.
  • BrazeAI Operator, Agent Console, generative AI, predictive capabilities, personalized recommendations, and journey optimization.

Pros:

  • Broader mobile and in-product channel coverage than the email-first tools in this comparison.
  • Real-time customer data, orchestration, messaging, testing, and personalization sit in one platform.
  • Four editions, Braze Go, Select, Pro, and Enterprise, provide a defined path from early-stage growth to enterprise governance.

Cons:

  • Braze does not publish list prices, so teams must request a quote.
  • Pricing combines Monthly Active Users with Action Credits for channel and selected AI usage, which requires careful usage forecasting.
  • It is designed for customer engagement, not classic B2B lead scoring or agent-led social publishing, and teams need reliable customer event data to get full value.

Pricing:

  • Braze Go: core platform features for early-stage growth teams.
  • Braze Select: expanded orchestration, security, and user provisioning.
  • Braze Pro: predictive AI, personalized recommendations, and expanded administration.
  • Braze Enterprise: enterprise orchestration, infrastructure, governance, and advanced BrazeAI Agent Console experimentation.
  • Custom quote. Pricing scales with Monthly Active Users and Action Credits. A free trial is available through the official Braze pricing page.

Feature and pricing details sourced from Braze's platform overview, BrazeAI, and Braze's official pricing page.

Verdict: Braze is the pick on this list for digital-first lifecycle teams that need real-time customer engagement across mobile, email, web, and in-product surfaces. Choose a simpler platform if the team only needs basic email automation, and use Velocity if the bottleneck is agent-led social publishing.

Salesforce Marketing Cloud Account Engagement: B2B nurture on Salesforce CRM

Salesforce Marketing Cloud Account Engagement (the B2B product formerly known as Pardot) is the Salesforce-native tool for B2B lead nurture, scoring, and sales alignment, and it is a different product from Marketing Cloud Engagement.

Key features:

  • Growth+, Plus+, Advanced+, Premium+ editions billed per org per month, annually.
  • Lead nurturing, scoring and grading, engagement programs.
  • Agentforce campaign creation; Marketing Cloud Next Growth or Advanced included by edition.
  • 10,000 contacts included on Growth+/Plus+/Advanced+; 75,000 on Premium+.

Pros:

  • Native CRM integration with Salesforce Sales Cloud.
  • Official public prices, unlike Marketo.
  • Clear B2B motion distinct from Engagement's B2C-style send volumes.

Cons:

  • Growth+ starts at $1,250/org/month billed annually, with SMS and WhatsApp as add-ons.
  • Automation rules are capped (50 on Growth+, 100 on Plus+, 150 on Advanced+ and Premium+).
  • Not a social content assistant for the marketing team's channel work.

Pricing:

  • Growth+: $1,250 USD/org/month billed annually; 10,000 contacts; 50 automation rules; 50 forms and landing pages
  • Plus+: $2,750 USD/org/month billed annually; AI-powered scoring; B2B Marketing Analytics
  • Advanced+: $4,400 USD/org/month billed annually; business units; dedicated IP
  • Premium+: $15,000 USD/org/month billed annually; 75,000 contacts; Premier Success
  • Additional contacts: $100 USD per 10,000 contacts per month

Pricing sourced from Salesforce Account Engagement pricing.

Verdict: Account Engagement is the Salesforce B2B leader on this list. Choose it when sales already lives in Salesforce; do not confuse it with Engagement's high-volume send SKU.

Klaviyo: ecommerce lifecycle email and SMS

Klaviyo is the ecommerce marketing automation platform for teams that build flows from store profiles and want email, SMS, and reporting on a profile-based bill.

Key features:

  • Free plan: up to 250 active profiles, 500 emails/month, $5 of mobile messages/month, 10,000 Composer credits, built-in reporting.
  • Paid Email and Email plus mobile plans priced by active profile count on the official plan builder.
  • Flows for lifecycle messaging, drag-and-drop editor, AI subject lines.
  • Deep ecommerce integrations (Shopify-class stores are the primary motion).

Pros:

  • Real free plan to prove a flow before paying, which ActiveCampaign does not offer.
  • Profile-based automation is easier for ecommerce operators than Marketo's program model.
  • SMS sits next to email instead of as a Salesforce-style credit add-on at the base.

Cons:

  • Billed on active profiles, so cold profiles still move the plan.
  • Advanced analytics, reviews, and Customer Hub are sold as separate products on the pricing page.
  • Weak fit for B2B lead-scoring teams compared with Marketo or Account Engagement.

Pricing:

  • Free: $0, 250 profiles, 500 emails/month, $5 mobile messages
  • Paid plans: scale by active profiles on Klaviyo's pricing page (the official page uses a plan builder rather than a single static list price)

Verdict: Klaviyo leads for ecommerce marketing teams. It is the wrong shortlist pick for a B2B team whose automation is Salesforce or Marketo-shaped.

ActiveCampaign: visual automations on a contact database

ActiveCampaign is the contact-based marketing automation platform for SMB and mid-market marketing teams that want multi-step visual automations, optional CRM add-ons, and a 14-day trial instead of an enterprise quote.

Key features:

  • Starter, Plus, Pro, and Enterprise email plans; WhatsApp and combined families exist on the same pricing page.
  • Multi-step marketing automation; Starter limits automations to 5 actions, higher plans unlock unlimited actions.
  • Active Intelligence (limits on Starter/Plus, unlimited on Pro/Enterprise).
  • Users included: 1 (Starter/Plus), 3 (Pro), 5 (Enterprise).

Pros:

  • Faster to stand up than Marketo or Salesforce for a small marketing team.
  • 14-day free trial and a 30-day money-back guarantee stated on the official pricing page.
  • Automation recipes and an AI automation builder lower the ops burden.

Cons:

  • No permanent free plan.
  • Exact monthly dollars are generated by the official contact-count calculator, not a single static card.
  • SMS, WhatsApp, and enhanced CRM are add-ons, so the sticker plan is not the whole bill.

Pricing: Plans (Starter, Plus, Pro, Enterprise) are priced by contact band on ActiveCampaign's pricing page. 14-day free trial, no setup fee stated, 30-day guarantee. Plan details are documented in ActiveCampaign's plan overview.

Verdict: ActiveCampaign is the leading mid-market visual automation tool on this list. Use it when the team wants contact-based journeys without a Salesforce org bill.

Customer.io: product-triggered messaging for lifecycle teams

Customer.io is the journey platform for product and lifecycle marketing teams that trigger email, push, in-app, and SMS from identified profiles and custom objects rather than from a classic B2B lead-scoring model.

Key features:

  • Essentials, Premium, and Enterprise tiers.
  • Essentials includes 5,000 profiles (people plus objects), 1 million emails/month, 2 object types, visual workflow builder, basic integrations.
  • Additional people and object profiles: $0.009 each on Essentials; additional 1,000 emails $0.12; additional AI credits $10 per 100,000.
  • Premium and Enterprise: custom profile and email volume, annual, elevated agent limits and support.

Pros:

  • Event- and object-based journeys that HubSpot Marketing Hub still treats as marketing contacts.
  • Official overage math is printed, so finance can model list growth.
  • Unlimited user seats are framed as a first-class question on the pricing page.

Cons:

  • Relatively expensive versus Klaviyo's free plan for small lists.
  • Premium is annual and custom, so mid-market teams hit a sales motion.
  • Not a social publishing assistant and not a B2B MAP.

Pricing:

  • Essentials: 5,000 profiles, 1 million emails/month, extra profiles $0.009, extra 1,000 emails $0.12
  • Premium: custom profile and email volume, annual term, elevated agent limits, premium support
  • Enterprise: custom, dedicated hardware and success options

Pricing sourced from Customer.io’s pricing page.

Verdict: Customer.io leads for product-triggered lifecycle messaging. Skip it if the team needs classic B2B scoring or agent-led social.

How to choose the right marketing automation platform

Choosing a marketing automation platform is a workflow question, not a feature-count question. Start with the work that is actually bottlenecked.

  • If the work to automate is social research, on-brand creation, scheduling, and publishing, choose Velocity first. Unlimited seats and separate Brand Identities make it a clean fit for lean teams managing multiple brands.
  • If the team already lives in HubSpot CRM, HubSpot Marketing Hub is the leading inbound suite. Professional is the minimum tier for real automation.
  • If sales is on Salesforce and the motion is B2B nurture, Account Engagement is the native pick. If the motion is high-volume email and mobile, Engagement is the right SKU.
  • If the team needs real-time cross-channel customer engagement spanning email, mobile, web, and in-product messaging, choose Braze.
  • If the store is ecommerce, Klaviyo. If the product emits events and the team sends lifecycle messages, Customer.io. If you want visual automations without an enterprise quote, ActiveCampaign. If you are a large B2B demand org with ops support, Marketo Engage.

One critical rule: do not buy two email MAPs. Overlapping email automation platforms create data conflicts, deliverability issues, and duplicate contacts. Do not expect Velocity to replace an email MAP. It solves a different job.

For teams evaluating a broader set of tools beyond marketing automation platforms, our best automation software comparison covers adjacent categories. Smaller teams looking for AI-powered marketing tools specifically may also find our best AI marketing tools for small business guide useful.

Key features to look for in a marketing automation platform

Not every feature matters equally to every team. Here is what to evaluate before committing.

Workflow builder. Some platforms use visual journey builders with branching logic (HubSpot, ActiveCampaign, Customer.io). Others, like Velocity, use an agent-led conversation model. Velocity's agent model is designed specifically to speed social research-to-publish workflows.

Team fit. How does the platform handle multiple people and brands? Velocity offers unlimited seats and separate Brand Identities. HubSpot bills per core seat. Salesforce bills per org. Klaviyo and Customer.io count profiles. The billing model shapes the team's real cost as headcount grows.

Data model. HubSpot uses marketing contacts. Klaviyo uses ecommerce profiles. Salesforce uses objects and orgs. Customer.io uses people and custom objects. Velocity uses social Brand Identities. The data model determines what the platform can automate and what it cannot.

Official pricing. Prefer platforms that print their prices. HubSpot, Salesforce Engagement, Salesforce Account Engagement, Klaviyo, ActiveCampaign, Customer.io, and Velocity all publish official figures. Marketo and Braze require custom quotes. Printed pricing lets the team model costs before a sales call.

AI that does the work. There is a difference between an AI subject-line generator and an agent that researches a topic, creates an on-brand image and post, and publishes it. Evaluate whether the AI actually removes steps from the operator's week or just decorates an existing step.

Channel coverage. Email and SMS platforms do not cover social publishing. Social automation platforms do not cover email nurture. Be clear about which channels the team needs automated and pick accordingly. Trying to blur the line between them leads to a tool that does neither well.

For teams whose bottleneck sits on the content creation side, our best content creation tools for marketers guide covers that workflow in detail. Agencies managing multiple client brands can explore Velocity's agency-specific workflows for a closer look at multi-brand automation.

Frequently Asked Questions

What are marketing automation platforms?

A marketing automation platform is software that runs repeating marketing workflows with rules or agents. That includes email journeys, lead scoring, ecommerce flows, and social research-create-schedule-publish cycles. Not every platform does all of those jobs, and that split is why the right pick depends on the bottleneck.

What is the best automation platform for marketing teams?

It depends on the work that is stuck. Velocity leads for agent-led social research, creation, scheduling, and publishing. HubSpot leads for CRM-tied inbound automation. Adobe Marketo Engage is the enterprise B2B demand platform. Salesforce Marketing Cloud Engagement covers high-volume multi-channel sends, Account Engagement covers B2B nurture on Salesforce CRM, Klaviyo covers ecommerce email and SMS, ActiveCampaign covers mid-market visual automations, and Customer.io covers product-triggered messaging. Braze leads for real-time cross-channel customer engagement across mobile, email, web, and in-product messaging.

What are the top marketing automation platforms in 2026?

Velocity, HubSpot, Adobe Marketo Engage, Salesforce Marketing Cloud Engagement, Braze, Salesforce Marketing Cloud Account Engagement, Klaviyo, ActiveCampaign, and Customer.io

Does a marketing automation platform replace a CRM?

Usually no. A marketing automation platform runs campaigns, scoring, and channel workflows. A CRM owns the contact record and pipeline. HubSpot is the exception teams already living in HubSpot CRM use, because marketing and CRM share one login. Velocity does not replace a CRM or an email MAP.

How do you choose the right marketing automation platform?

Start with the work that is actually bottlenecked, not a feature count. Choose Velocity first if the work is social research, on-brand creation, scheduling, and publishing. Choose HubSpot if the team already lives in HubSpot CRM (Professional is the minimum tier for real automation). Choose Salesforce Account Engagement or Engagement from the sales motion, Klaviyo for ecommerce, Customer.io for product events, ActiveCampaign for visual automations without an enterprise quote, Marketo Engage for large B2B demand orgs with ops support, and Braze for real-time cross-channel customer engagement.

Can Velocity replace HubSpot, Marketo, or Salesforce?

No. Velocity does not run email journeys, lead scoring, or CRM marketing automation. Do not buy two email MAPs, and do not expect Velocity to replace an email MAP. It solves a different job: agent-led social automation with unlimited seats and separate Brand Identities.

How should teams compare marketing automation pricing?

Prefer platforms that print official prices so the team can model cost before a sales call. HubSpot, Salesforce Engagement, Salesforce Account Engagement, Klaviyo, ActiveCampaign, Customer.io, and Velocity publish figures. Marketo and Braze require custom quotes. Also compare how the bill grows: Velocity uses unlimited seats, HubSpot bills per core seat, Salesforce bills per org, Klaviyo and Customer.io count profiles, and Braze combines Monthly Active Users with Action Credits for channel and selected AI usage.

What features matter most in a marketing automation platform?

Evaluate the workflow builder (visual journeys versus an agent-led conversation), team fit and billing as headcount grows, the data model (contacts, profiles, orgs, or Brand Identities), official pricing, whether the AI actually removes steps, and channel coverage. Email and SMS platforms do not cover social publishing, and social automation platforms do not cover email nurture.

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