Weekly brief ready — data from 80 CRM conversations last week. Three hot topics: automotive thermal cycling (5 conversations, 3 customers), ISO 26262 compatibility (4 conversations with tier-1 buyers), silicon carbide roadmap for EV inverters (3 conversations). Two unanswered questions in existing content. One emerging topic: AI accelerator silicon carbide.
AGENT · INDUSTRIAL MARKETING BRIEF
Manufacturing marketing starts from real conversations with buyers.
Industrial Marketing Brief reads the customer's B2B CRM weekly, summarises the sales team's conversations with industrial buyers, identifies recurring technical themes, and prepares for the marketing technical content team the brief for planning articles, white papers, and sector webinars.
Industrial Marketing Brief at work.
Priority on the white paper "Automotive derating at high temperature". Schedule for the next sprint?
Added as week priority 1 with the structured content brief (buyer questions, existing content gaps, buyer type). AEC-Q100 refresh scheduled within 30 days. Silicon carbide AI: active monitoring for two weeks, then campaign assessment.
Why it exists.
Marketing in B2B manufacturing has specific constraints. Products are technical, buyers are engineers or procurement officers with precise questions, and effective content marketing requires technical depth and accuracy. The operational problem is that the manufacturing marketing team typically lacks the technical depth of the sales team, and does not know which questions buyers are actually raising in commercial conversations.
How it works weekly.
Industrial Marketing Brief activates weekly. It reads the previous week's conversations from the B2B manufacturing CRM — sales notes on calls with buyers, follow-up emails, responses to technical documents sent — identifies recurring technical themes, questions unanswered in existing content, and emerging sector topics. It prepares the brief for the marketing technical content team with qualified topics and a first proposed action.
The decision stays with the marketing manager.
The agent sets out the structured signal. The decision stays with the marketing manager. If the customer's CRM is not HubSpot, integration is delivered during the project via API. The sector technical vocabulary is declarative, populated by the customer's marketing team.
Who it serves and where it applies.
B2B manufacturing marketing manager
Builds the technical editorial plan on real data from buyer conversations, not on assumptions from the marketing team. Technical content converges on the themes the industrial buyer is actually looking for, not on those the team imagines are of interest.
RB RevOps Brief
Idritech SpA silent 8d · proposal expiring
Nexar Group proposal sent · no reply
Aludra Srl signature expected this week
Technical content writer
In-house or a technical agency, receives a brief with qualified topics, examples of buyer questions, frequency. Reclaims the time of topic discovery and focuses on the technical writing. Content goes out with greater adherence to real market demand.
Brief 07:00 12 active segments
Gold segment +8% engagement
Silver segment redemption -3%
Anomaly · campaign 14 discarded
Monday action map
Sector sales manager
Sees in a structured way the technical themes the marketing team will produce in the coming weeks. The coherence between content marketing and the buyer's purchase cycle improves. Commercial conversations find support in white papers and webinars on the right topics.
87 Tone too formal — try a direct opener
71 Long message: summary in the first 2 lines
94 Excellent — consistent with the customer history
A concrete example.
The agent reads 80 conversations from the week.
For an electronics component manufacturing company for automotive, Monday afternoon is the weekly editorial meeting for technical marketing. Industrial Marketing Brief is scheduled at six o'clock every Monday morning. The agent reads the B2B CRM for 80 conversations from the previous week — sales notes on technical calls, follow-up emails with industrial buyers, responses to technical documents sent.
Three hot topics, two content gaps, one emerging.
It extracts the recurring themes. Three hot topics: stress thermal cycling of components for automotive applications (five conversations with buyers from three different customers), ISO 26262 compatibility for automotive functional safety (four conversations with European tier-1 buyers), silicon carbide materials roadmap for EV inverters (three conversations with EV buyers). Two questions unanswered in existing content. One emerging topic.
The marketing manager chooses the week's priorities.
The marketing manager reviews the brief, chooses the week's editorial priorities: white paper on automotive derating at high temperature as priority 1, refresh of the AEC-Q100 material scheduled within 30 days, monitoring of the emerging silicon carbide AI topic for two weeks. The event — extracted themes, team decisions — stays in the runtime audit registry.
Configuration and technical resources.
The Industrial Marketing Brief rules are declarative. The customer's manufacturing marketing team defines in a readable format the sector technical vocabulary, the frequency thresholds for declaring a topic "hot", the source systems to read, the brief format, and the topic-to-proposed-editorial-format mapping. The rules live in the customer's repository, versioned, validated at agent startup.
- Language
- TypeScript (Node.js)
- LLM model
- customer's choice: Anthropic, OpenAI, Mistral, open source models hosted internally, AWS Bedrock for a private model
- Built-in controls used
- pii-detector, tool-rate-limit, message-length-limit
- Native delivery channels
- Slack, Telegram, WhatsApp, OpenAI-compatible HTTP
- Scheduling
- configurable per instance (typical Monday overnight/morning)
- B2B CRM integration
- HubSpot native; for sector-proprietary CRMs or manufacturing management systems, integration delivered during the project by the Exelab team
- Memory
- persistent per instance, pgvector + PostgreSQL FTS on the customer's technical corpus
- Registry
- immutable, queryable with a standard SQL client
Frequently asked questions about the agent.
Editorial Brief (overnight) is the horizontal agent for the generic editorial plan — it reads from CRM, ticketing, and social channels. Industrial Marketing Brief is the manufacturing B2B vertical: it focuses on the B2B CRM where the industrial buyer cycle lives, has rules calibrated on the sector technical vocabulary, and proposes formats consistent with the long B2B purchase cycle (white papers, technical webinars).
The B2B CRM is the cardinal system for manufacturing. HubSpot is native. For sector-proprietary CRMs, Salesforce with industrial configurations, or custom manufacturing systems, integration is delivered during the project by the Exelab team. For integrations with PIM or product catalogue systems, the same logic applies.
When the technical vocabulary is specific to the customer — not referenced to public standards such as ISO or IEC — the marketing team populates the repository with their own glossary. The declarative rules calibrate on the specific vocabulary. The agent's adaptation curve to the sector is measured in a few weeks of operation with the marketing team reviewing the brief.
Value is measured on the quality of the technical editorial plan and the performance of published content. Articles and white papers that answer questions identified as unanswered by the agent typically show higher engagement and conversion than the baseline. The pre-agent baseline is established during discovery.
From a 30-minute conversation to the squad in production.
A 30-45 minute conversation to understand how Industrial Marketing Brief would configure to the manufacturing customer's case. Which CRM systems, which sector technical vocabulary, which brief frequency.