ChatGPT Work × PrePilot

Turn ChatGPT's new models into your marketing superteam.

Sol brings the depth. Terra keeps everyday work moving. Luna handles speed and volume. PrePilot gives each model the agency workflows, quality checks, and delivery standards needed to turn a brief into marketing work you can actually use.

GPT-5.6 ready · 526 marketing workflows · OAuth 2.1 + PKCE · No local installation
Your brief GPT-5.6 + PrePilot workflow Decision-ready deliverable
Workflow over prompts

The model is smarter. The workflow still matters.

A frontier model can research, reason, create, and use tools. It still needs to know which marketing process to follow, what inputs matter, what good work looks like, and how the result should be checked. PrePilot supplies that operating layer.

526 structured workflows

Strategy, paid media, SEO, content, CRO, creative, sales, research, and reporting.

Automatic workflow routing

Describe the outcome and PrePilot identifies the most relevant marketing workflow.

Built-in quality gates

Inputs, evidence, structure, and completion criteria are checked before delivery.

Usable outputs

Plans, reports, briefs, matrices, calendars, and recommendations designed for real work.

Model Alignment

Pick the model for the job.

Sol

Sol — Think deeply

Best for market research, strategy, ambiguous briefs, audits, and high-stakes recommendations.

Recommended setting: High reasoning
Terra

Terra — Run the operation

Best for reports, content systems, campaign management, revisions, and recurring marketing work.

Recommended setting: Medium reasoning
Luna

Luna — Move at volume

Best for ad variants, repurposing, formatting, categorization, and clear repeatable tasks.

Recommended setting: Light reasoning
Strategy or research? Choose Sol.
Recurring marketing work? Choose Terra.
Clear, high-volume production? Choose Luna.

Using regular Chat rather than ChatGPT Work? Use GPT-5.5 Thinking and select the PrePilot app when your workspace exposes it.

Step-by-step Connection

Connect once. Brief like a strategist.

Last verified: July 10, 2026 · OpenAI ChatGPT Work Reference · GPT-5.6 Preview Reference

ChatGPT Custom Connector (MCP) Integration

Add PrePilot as a custom MCP connector inside ChatGPT in under a minute. After creating the connector, you can call PrePilot from any chat.

  1. Open this link (ChatGPT Connectors → Create connector). ChatGPT opens the "New App" form with the required fields.
  2. Fill the form with the values below: Name = PrePilot Agency Suite, Description = PrePilot agency workflows inside ChatGPT, Connection = Server URL (not Tunnel), Authentication = OAuth.
  3. Click Create. ChatGPT will ask you to authorize PrePilot via OAuth — sign in with your PrePilot account on app.prepilot-system-agency.space to finish.
  4. Open any chat, type @PrePilot Agency Suite followed by your request (e.g. "@PrePilot Agency Suite run an SEO audit on prepilot.ai") to invoke the connector.
PrePilot Agency Suite
PrePilot agency workflows inside ChatGPT
https://prepilot-system-agency.space/mcp

Don't have Work or Custom MCP access yet?

You can still access PrePilot's core marketing assistant via our public Custom GPT profile.

Open the PrePilot GPT
Connection QA

Make sure PrePilot is active.

Send this verification prompt:
Use PrePilot Agency Suite to show me the marketing workflows available for planning, research, creative production, reporting, SEO, and conversion optimization.

Expected Success State

  • ChatGPT identifies PrePilot as the tool source.
  • Available workflows or categories are returned in a structured layout.
  • The response does not silently provide a generic marketing answer.

Troubleshooting

PrePilot does not appear under Plugins
Verify you are logged into an eligible ChatGPT Work plan. Workspace policies can hide plugins by default. Request your admin whitelist the app, or fall back to the Custom MCP App creation process.
Developer Mode is unavailable
Developer Mode for Custom MCP apps requires Admin or Developer permissions on ChatGPT Business/Enterprise/Edu workspaces. Contact your organization administrator to enable developer options.
OAuth keeps returning to the login page
Ensure you have a registered, active account on PrePilot. Log into app.prepilot-system-agency.space in another browser tab first, then trigger the plugin authentication flow again.
Scan Tools fails
Confirm you entered the exact server URL: https://prepilot-system-agency.space/mcp. Check your internet connection or firewall rules blocking outgoing HTTPS calls from ChatGPT to the PrePilot system space.
The app is connected but ChatGPT is not using it
Explicitly invoke the app by typing @PrePilot Agency Suite at the beginning of your prompt, or verify that the app toggle is enabled in the Apps dropdown box in the bottom-left of the input.
PrePilot credits or permissions are insufficient
Your PrePilot workspace must maintain a positive credit balance to process workflows. Verify your account balance by logging into your dashboard or running a status query.
Prompt Strategy

Give the model the outcome. Give PrePilot the workflow.

1

Outcome

Clearly state the final decision, asset, or deliverable needed.

2

Context

Provide details on product, market target, audience profiles, and budget boundaries.

3

PrePilot instruction

Explicitly instruct ChatGPT to call the PrePilot Suite to run the matching workflow.

4

Evidence standard

Specify what claims require research, data validation, or live citations.

5

Delivery format

Define structure rules (e.g. matrices, roadmap timeline tables, text wireframes).

Template Library

Ready-to-Run Prompts

Filter and copy detailed marketing brief templates optimized for GPT-5.6 reasoning engines.

Sol · High reasoning Strategy

Build a Complete Marketing Strategy

Creates a structured 90-day to annual marketing roadmap with priority audience segmentation and channel strategies.

View Prompt Template
Goal: Create a decision-ready [90-day / six-month / annual] marketing strategy for [COMPANY OR PRODUCT] in [MARKET].

Context:
- Product or service: [DESCRIPTION]
- Primary audience: [AUDIENCE]
- Geography: [MARKET]
- Business model: [B2B / B2C / SaaS / ecommerce / services]
- Current stage: [PRE-LAUNCH / EARLY / GROWTH / MATURE]
- Revenue or acquisition goal: [GOAL]
- Available budget: [BUDGET]
- Current channels and assets: [CHANNELS, WEBSITE, CRM, CONTENT, DATA]
- Constraints: [TEAM, TIMELINE, COMPLIANCE, CAPACITY]

Deliverable:
1. Executive strategy summary.
2. Intake summary, assumptions, and material information gaps.
3. Market context and the most important demand signals.
4. Priority audience segments with jobs, pains, triggers, objections, and buying criteria.
5. Positioning and value proposition.
6. Messaging hierarchy by audience and funnel stage.
7. Funnel design from awareness through retention.
8. Channel roles and why each channel belongs in the plan.
9. Budget allocation with assumptions and ranges.
10. A 90-day roadmap with weekly priorities, owners, dependencies, and expected outputs.
11. KPI tree connecting business goals to channel metrics.
12. Measurement, attribution, and reporting requirements.
13. Major risks, weak assumptions, and mitigation actions.
14. The five decisions the marketing owner should make next.

Quality bar:
- Avoid generic channel lists.
- Tie every tactic to an audience, objective, and measurable outcome.
- Quantify recommendations where the available evidence permits.
- Label benchmarks, estimates, and assumptions clearly.
Sol · High reasoning Research

Produce Market and Competitor Research

Gathers demand signals, builds a competitor matrix, maps message saturation, and reveals market white-space opportunities.

View Prompt Template
Goal: Produce current, decision-ready market and competitor research for [CATEGORY / PRODUCT] in [GEOGRAPHY].

Research questions:
- Who is buying, why are they buying, and what triggers the decision?
- How is the category changing?
- Which alternatives do customers compare?
- Where are competitors over-served, under-served, or positioned identically?
- Which opportunities are commercially meaningful for [OUR COMPANY]?

Company context:
- Offer: [OFFER]
- Audience: [AUDIENCE]
- Price range: [PRICE]
- Current positioning: [POSITIONING]
- Known competitors: [COMPETITORS]
- Decision this research must support: [LAUNCH / POSITIONING / PRICING / EXPANSION / CAMPAIGN]

Deliverable:
1. Research scope, methodology, date, and source limitations.
2. Category definition and market structure.
3. Demand signals, search patterns, customer language, and emerging themes.
4. Audience segments and jobs-to-be-done.
5. Competitor matrix covering offer, price, promise, proof, channels, strengths, and weaknesses.
6. Positioning map and message-saturation analysis.
7. Customer objections and unmet needs.
8. White-space opportunities ranked by attractiveness, defensibility, and execution difficulty.
9. Implications for product, positioning, content, sales, and acquisition.
10. Recommended next research and validation steps.
11. Source list with citations and access dates.

Quality bar:
- Prefer recent primary sources.
- Do not invent market size figures.
- Distinguish observed facts from interpretation.
- Show conflicting evidence instead of hiding it.
Terra · Medium / Sol · High Performance

Turn Data into an Executive Report

Analyzes campaign data, outlines budget efficiencies, identifies outliers/failures, and outlines optimization plans.

View Prompt Template
Goal: Turn the attached marketing data into a client-ready performance report for [DATE RANGE].

Context:
- Business goal: [GOAL]
- Campaign or channel scope: [SCOPE]
- Target KPIs: [TARGETS]
- Prior comparison period: [PERIOD]
- Known changes during the period: [BUDGET, OFFER, TRACKING, CREATIVE, SITE]
- Audience for the report: [FOUNDER / CLIENT / CMO / MARKETING TEAM]

Start with a data-quality check. Identify missing columns, inconsistent definitions, tracking breaks, outliers, and comparisons that would be misleading.

Deliverable:
1. One-page executive summary.
2. KPI scorecard showing actual, prior period, target, absolute change, and percentage change.
3. Funnel analysis from spend or reach through revenue.
4. Channel, campaign, audience, placement, and creative breakdowns where the data allows.
5. What improved, what declined, and why.
6. Clear separation between evidence, likely explanations, and unproven hypotheses.
7. Budget-efficiency and marginal-return observations.
8. Stop, continue, scale, and test recommendations.
9. A prioritized 30-day optimization plan with owner, expected impact, effort, and measurement method.
10. Client-facing narrative written in plain language.
11. An appendix containing definitions, assumptions, and data limitations.

Do not fabricate missing metrics or claim causation without evidence.
Sol · High reasoning Performance

Design a Paid Media Plan

Builds a platform and budget allocation blueprint with campaign structures, exclusions, and optimization rules.

View Prompt Template
Goal: Build an implementation-ready paid media plan for [OFFER] in [MARKET] over [TIME PERIOD].

Inputs:
- Business and offer: [DETAILS]
- Audience: [AUDIENCE]
- Sales cycle: [LENGTH]
- Conversion event: [PURCHASE / LEAD / BOOKING / DEMO]
- Budget: [BUDGET]
- Average order value or customer value: [VALUE]
- Gross margin: [MARGIN]
- Target CPA, CPL, or ROAS: [TARGET]
- Available platforms: [META / GOOGLE / LINKEDIN / TIKTOK / OTHER]
- Existing data and creative assets: [DETAILS]
- Tracking status: [PIXEL, CAPI, GA4, CRM]

Deliverable:
1. Objectives, assumptions, and financial guardrails.
2. Funnel and platform-role map.
3. Budget allocation by platform, funnel stage, campaign, and testing reserve.
4. Campaign and ad-set architecture with naming conventions.
5. Audience strategy covering prospecting, retargeting, exclusions, and seed requirements.
6. Offer and landing-page alignment.
7. Creative angle matrix by awareness stage and audience.
8. Testing roadmap for audiences, creative, offers, placements, and landing pages.
9. KPI framework with leading, diagnostic, and business metrics.
10. Tracking plan including events, attribution, UTMs, CRM handoff, and data QA.
11. Weekly optimization rules for pausing, scaling, refreshing, and reallocating budget.
12. A 30/60/90-day rollout plan.
13. Risks and contingency actions.

Use externally sourced benchmarks only when relevant, current, and cited. Treat them as directional rather than guaranteed targets.
Terra · Med / Luna · Light Creative

Create a Campaign Creative System

Generates audience x awareness matrices, hooks, visual treatments, and platform-specific format storyboards.

View Prompt Template
Goal: Create a campaign-ready creative system for [OFFER] targeting [AUDIENCE] on [PLATFORMS].

Brand context:
- Brand promise: [PROMISE]
- Voice: [VOICE]
- Mandatory elements: [LOGO, COLORS, PRODUCT, DISCLAIMERS]
- Prohibited claims or themes: [RESTRICTIONS]
- Primary conversion action: [CTA]
- Available proof: [REVIEWS, RESULTS, DEMOS, DATA]
- Production constraints: [BUDGET, TALENT, LOCATIONS, FORMATS]

Deliverable:
1. The central campaign idea and strategic rationale.
2. An audience × awareness-stage × message-angle matrix.
3. At least six distinct creative concepts, not superficial headline variations.
4. For each concept: hook, key message, proof, CTA, emotional mechanism, and objection handled.
5. Visual direction covering composition, focal point, hierarchy, setting, subjects, product treatment, typography, color, and motion.
6. Platform-specific formats, aspect ratios, safe zones, caption needs, opening-frame requirements, and duration guidance.
7. Storyboard or frame sequence for video concepts.
8. Primary text, headline, description, and CTA variants.
9. Accessibility and localization considerations.
10. A testing matrix defining variable, control, hypothesis, metric, and stopping rule.
11. A production priority list based on expected impact and effort.

Do not invent testimonials, statistics, certifications, or results. Flag any claim requiring legal or brand approval.
Terra · Medium reasoning Content

Build a Content and SEO Operating System

Designs topic clusters, search intent mapping, weekly editorial calendars, and brief guidelines for high-priority keywords.

View Prompt Template
Goal: Build a 12-week content and SEO operating system for [BRAND] targeting [AUDIENCE] in [MARKET].

Context:
- Product and positioning: [DETAILS]
- Website: [URL]
- Business objective: [PIPELINE / SALES / AUTHORITY / RETENTION]
- Priority topics or products: [TOPICS]
- Existing content and channels: [ASSETS]
- Publishing capacity: [TEAM AND FREQUENCY]
- Geographic and language requirements: [DETAILS]

Deliverable:
1. Content strategy and editorial point of view.
2. Audience questions mapped to awareness and buying stages.
3. Content pillars, topic clusters, and internal-link structure.
4. Keyword and search-intent opportunities, including SEO and answer-engine considerations.
5. A 12-week calendar with title, format, channel, funnel role, CTA, owner, and status.
6. Detailed briefs for the ten highest-priority pieces.
7. Distribution and repurposing workflow across email, social, video, sales, and community.
8. On-page requirements including title, metadata, headings, schema opportunities, evidence, and internal links.
9. Originality and information-gain requirements.
10. Measurement dashboard covering discovery, engagement, conversion, and assisted revenue.
11. Review cadence and rules for updating, consolidating, or retiring content.

Prioritize commercially relevant topics over traffic-only opportunities.
Sol · High reasoning CRO

Audit a Landing Page or Funnel

Evaluates message match, value clarity, forms, desktop/mobile friction, and crafts an A/B testing backlog.

View Prompt Template
Goal: Audit [URL / SCREENSHOTS / FUNNEL DATA] and produce an implementation-ready conversion improvement plan.

Business context:
- Offer: [OFFER]
- Audience: [AUDIENCE]
- Traffic sources: [SOURCES]
- Primary conversion: [CONVERSION]
- Current conversion rate: [RATE]
- Device split: [MOBILE / DESKTOP]
- Known objections or complaints: [DETAILS]
- Brand and compliance constraints: [CONSTRAINTS]

Evaluate:
- Message match.
- Value proposition clarity.
- Information hierarchy.
- Offer and proof.
- CTA clarity.
- Friction and anxiety.
- Mobile behavior.
- Form or checkout usability.
- Accessibility.
- Performance and tracking.
- Post-conversion experience.

Deliverable:
1. Executive diagnosis.
2. Funnel-stage friction map.
3. Findings ranked by severity, confidence, evidence, and expected impact.
4. Quick wins that can be implemented without redesign.
5. Section-by-section copy and layout recommendations.
6. A text wireframe for the recommended page structure.
7. CTA, headline, proof, form, and objection-handling revisions.
8. Mobile and accessibility corrections.
9. Analytics and event-tracking gaps.
10. A prioritized A/B testing backlog with hypothesis, control, variant, primary metric, guardrail metric, audience, and stopping criteria.
11. A 30-day implementation sequence.

Do not present aesthetic preference as conversion evidence. Label hypotheses that require testing.
Terra · Medium reasoning Strategy

Run a Weekly Marketing Operating Review

Synthesizes active campaigns, notes performance anomalies, lists priority tasks, and formats updates for stakeholders.

View Prompt Template
Goal: Run a weekly marketing operating review for [BUSINESS OR TEAM] using the latest available files, reports, campaign data, and prior decisions.

Review period: [DATES]
Business goals: [GOALS]
Active initiatives: [INITIATIVES]
Decision owners: [PEOPLE OR ROLES]
Known constraints: [BUDGET, CAPACITY, APPROVALS]

Deliverable:
1. Executive status: on track, at risk, or off track, with evidence.
2. KPI movement versus target and prior period.
3. Meaningful wins and what created them.
4. Performance problems, bottlenecks, and likely causes.
5. Campaign, content, creative, funnel, and pipeline observations.
6. Decisions that should be made this week.
7. Actions grouped into stop, continue, scale, fix, and test.
8. A prioritized task list with owner, deadline, dependency, expected impact, and validation method.
9. Risks requiring leadership attention.
10. Questions that cannot be answered from the available evidence.
11. A concise stakeholder update suitable for email or Slack.

Inspect and report freely, but do not publish content, change campaign budgets, send messages, or modify external systems without explicit approval.
FAQ

Frequently Asked Questions

Is GPT-5.6 available in every ChatGPT chat?
No. GPT-5.6 Sol, Terra, and Luna models are currently a preview feature specifically exposed on eligible ChatGPT Work workspaces. Regular ChatGPT plans default to GPT-5.5 models.
Which model should marketers use?
Use Sol for deep reasoning, strategy planning, and audits. Choose Terra to orchestrate campaign operations and content pipelines. Deploy Luna for programmatic ad copywriting and high-volume formatting.
Do I need Developer Mode?
Developer Mode is only required if you choose the Custom MCP App connection path (Tab B). The official PrePilot Plugin installation (Tab A) does not require enabling Developer Mode.
Can I install or use the plugin on mobile?
Plugins must be installed via the ChatGPT web interface or desktop application. Once active on your Work workspace, the connector is automatically available when chatting on official mobile apps.
What is the difference between the PrePilot GPT, plugin, and Custom MCP app?
The public Custom GPT is a basic chat wrapper. The official Plugin and Custom MCP app are deep integrations connecting ChatGPT directly to the secure PrePilot Remote Model Context Protocol server.
Do I need to know the name of a PrePilot skill?
No. You can simply state the marketing outcome you require. PrePilot's central routing engine automatically identifies and runs the correct workflow from our catalog of 526 skills.
What data is shared with PrePilot?
PrePilot only receives the files and prompt text explicitly shared within context when invoking `@PrePilot Agency Suite`. All transmissions are fully encrypted and comply with enterprise-grade OAuth scopes.
How are PrePilot credits consumed?
Billed workflow steps are deducted from your central PrePilot account balance. Executing workflows via ChatGPT consumes the exact same credit volume as executing them inside the PrePilot web dashboard.
What should I do if the plugin is not visible?
If your organizational workspace enforces a strict plugin whitelist, please use the Custom MCP App creation process (Tab B) or request your workspace administrator authorize the server domain.
Can I use the same prompts with GPT-5.5?
Yes, these prompts are backward-compatible. However, their reasoning paths, market depth, and bento structures perform best when backed by the advanced reasoning tokens of Sol and Terra.
Take Command

Give ChatGPT the marketing playbook it was missing.

Connect PrePilot, choose the right model for the job, and start with one of the ready-to-run prompts above.