Manual
Prepare the work
Agents research, recommend and draft while the operator makes each consequential execution decision.
From campaign strategy
to published content,
one agentic system.
Research, create, review, schedule, publish and measure, with the autonomy level chosen per campaign.
A working, local-first marketing operation that coordinates specialist agents, AI providers, policy, channels and durable workflows. Move from brief to outcome without losing campaign context between tools.
Built and operated by Zalo Design Studio as a production-grade example of what an agentic system can do around real workflows, rules, data and integrations.
§ 02 / Direct answer
A complete marketing operation, coordinated as one system.
What it is
The Agentic Marketing System turns campaign strategy into published, measurable content.
Research findings, campaign plans, generated copy, media, policy decisions, schedules, publication receipts and results share one durable operating context. Specialist roles move the work forward without fragmenting it across disconnected assistants.
Each campaign chooses its autonomy level. The same system supports hands-on operation, policy-based approval and bounded automatic generation, scheduling and publication.
§ 03 / The founder console
Five workspaces, one operating system.
Today to System
- 01
Today
See priorities, active work, recent results and the decisions that need attention now.
- 02
Promote
Run campaigns, content, Reel Studio, publishing, channels and performance as one operation.
- 03
Sell
Coordinate contacts, opportunities, follow-up and consent-aware outreach.
- 04
Learn
Turn research, market signals and retained evidence into stronger campaign decisions.
- 05
System
Configure models, channels, policy, automation and operational health in one place.
§ 04 / The operating loop
From market signal to measured result.
Six connected stages
- 01
Research
Find audience signals, competitors, creators, prospects and topic opportunities, then retain the evidence with the campaign.
- 02
Create
Generate channel-specific copy, images and vertical video from brand, campaign, source and call-to-action context.
- 03
Review
Apply deterministic source, media, duplicate, topical, brand and policy checks before content advances.
- 04
Schedule
Place approved work into campaign cadence and publishing calendars with durable execution state.
- 05
Publish
Dispatch through the selected channel when campaign autonomy, policy and channel capability allow it.
- 06
Measure
Bring receipts and campaign performance back into planning, analytics and the next recommended action.
§ 05 / Configurable autonomy
Choose how far each campaign can go.
Manual to bounded autonomous
Autonomy is a campaign operating decision, not a global promise. Start hands-on, route work through policy-based approval, or let bounded automatic content generation, scheduling and publication run inside the campaign brief.
Supervised
Escalate by policy
Low-risk steps can advance under policy while sensitive or ambiguous actions route to the approval queue.
Bounded autonomous
Run within the brief
The system can generate, approve by policy, schedule and publish inside campaign-specific limits, with every action recorded.
Human approval is configurable. Policy, consent, budget and evidence remain part of every autonomy level.
§ 06 / Specialist roles
Seven disciplines, one campaign context.
A coordinated agent team
-
Strategy
Turns objectives and evidence into campaign direction and plans.
-
Research
Finds market, audience, creator, prospect and topic signals.
-
Copy
Creates brand-aligned campaign and channel copy.
-
Social
Adapts content for channel, format, timing and publishing context.
-
Outreach
Prepares consent-aware, personalized follow-up.
-
Analytics
Connects outcomes and campaign metrics to the next decision.
-
Policy
Applies campaign autonomy, risk, consent and spend rules.
§ 07 / AI provider layer
Use the right provider for the role.
One system, multiple models
Agent roles are not locked to one model vendor. Provider selection is explicit, credentials stay behind the backend boundary, and campaign workflows keep the same durable state when a role changes model.
Anthropic
Claude models can power specialist roles, with native web-search grounding available to the Research agent.
OpenAI
GPT models run through the same role contract, while OpenAI also provides the live image-generation path.
xAI
Grok models support the provider-neutral agent and structured tool-calling contract across specialist roles.
Google AI Studio
Google Veo creates source clips for Reel Studio, which remain connected to the campaign and final render workflow.
§ 08 / Reel Studio
From campaign idea to finished vertical video.
Story, source, sound, render
Reel Studio is part of the campaign workflow, not a detached video generator. It carries source, creative direction, cost, rights, approval and publishing context from the brief to the finished asset.
- 01
Campaign direction
Start from the brand, campaign objective, audience, source material, format and CTA.
- 02
Storyboard
Shape scenes, pacing, script, on-screen copy and the visual treatment before assembly.
- 03
Source footage
Select owned footage or create raw vertical source clips with Google Veo through Google AI Studio.
- 04
Voice and music
Add narration and music with ElevenLabs, retaining the audio choices and cost evidence with the job.
- 05
Timed composition
Combine footage, timed text, audio and CTA into a final 9:16 vertical render with Remotion.
- 06
Campaign delivery
Return the finished reel to campaign media, approval, scheduling, publishing and measurement state.
Google Veo supplies generated raw source clips. ElevenLabs supplies narration and music. Remotion assembles footage, timed text, audio and CTA into the final 9:16 render that returns to campaign approval, scheduling and publication.
§ 09 / Production engineering
Built to run workflows, not just demonstrate prompts.
Durable by design
The system combines AI capabilities with the engineering needed for real operations: persisted state, safe retries, deterministic policy, provider and channel adapters, cost evidence, receipts and observable outcomes.
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Local-first workflow state
Campaigns, drafts, jobs, approvals, schedules, receipts and measurement stay in an operator-owned environment and survive restarts.
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Safe retries
If a provider or channel connection is interrupted, the system can retry without duplicating posts or other external actions.
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Deterministic policy
Risk, consent, suppression, budget and autonomy rules decide whether an action can run or needs review.
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Provider-neutral contracts
Models, media services and publishing adapters plug into stable role and workflow contracts.
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Operational evidence
Health, audit events, provider usage, publication receipts and campaign metrics stay visible to the operator.
§ 10 / Zalo Design Studio
Your workflow can become an agentic system too.
From operating model to production
- Map the real workflow, decisions, exceptions and success measures.
- Design specialist roles, autonomy levels and approval policy around the business.
- Connect trusted data, model providers, operational tools and external channels.
- Build durable state, observability, evaluation and recovery into the workflow.
- Ship an operator experience that makes the system understandable and usable.
Zalo Design Studio builds comparable agentic systems around client workflows, rules, data and integrations. The engagement can start with one valuable operating loop and grow from measured evidence.
§ 11 / Questions
Common questions
FAQ
What is the Agentic Marketing System?
The Agentic Marketing System is a production-grade marketing operation that connects research, content and media generation, review, scheduling, publishing and measurement. Five workspaces keep campaign, sales, learning and system work in one operator environment.
How much of the marketing loop can it automate?
Autonomy is configured per campaign. A campaign can stay manual, run with policy-based approval, or use bounded autonomous generation, scheduling and publication. Consent, risk, budget and channel rules continue to govern every mode.
Which AI providers does it use?
Anthropic, OpenAI and xAI provide configurable models for specialist agent roles. Anthropic also supports grounded web research, OpenAI provides the live image-generation path, and Google AI Studio connects Google Veo source-clip generation for Reel Studio.
What does Reel Studio produce?
Reel Studio turns campaign context into a storyboard and final vertical video. It combines selected or Google Veo-generated source footage, timed text, ElevenLabs narration and music, a call to action, and Remotion assembly, then returns the render to campaign approval and publishing state.
How does the system keep automated work controlled?
Campaign autonomy works with deterministic policy, exact content and media state, consent and suppression, budget controls, channel capabilities, durable workflow records, audit events and external receipts.
Can Zalo Design Studio build a system like this for another business?
Yes. Zalo Design Studio designs and builds agentic systems around a client's real workflows, business rules, data, provider choices, approval model and integrations, from operating design through production engineering.
Build the system around your operation.
Bring us the workflow that matters: the repeated decisions, handoffs, rules, data and tools. We will show you how to turn it into a production-grade agentic system with the right level of autonomy.
Built by Zalo Design Studio.