How It All Fits Together
AI for Mere Mortals
Hot Off the AI Roadmap
Behind the Agent Curtain
Fueling Pipeline with Buying Groups
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100

Demandbase’s product vision is to become the “____________ B2B GTM system to accelerate quality pipeline.”

A. rule-based
B. self-driving
C. fully manual

B. self-driving

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100

This is the type of AI model behind tools like ChatGPT. It’s trained on massive amounts of text to predict and generate human-like language.

What is a Large Language Model

100

It’s the part of the Demandbase platform that lets you automate GTM workflows using AI, Agents, and real-time system actions—no playbooks, spreadsheets, or elbow grease required.

A. What is the Next-Gen Orchestration layer?
B. What is the Demandbase Data Cloud?
C. What is a sales automation playbook?

A. What is the Next-Gen Orchestration layer?

100

When a task is repetitive, dynamic, and requires reasoning to complete.

When should we "Agentify" something?

100

This Agent helps you skip the CRM headache and automatically creating initial buying groups using data you already have.

Buying Group Setup Agent

100

The model attempts to predict the next word to output, repeating this process until complete.

How do LLMs work/from a high level?

200

Which one of these is not one of the four key product themes guiding Demandbase’s path to a self-driving GTM platform?
A. Buying Groups
B. GTM Orchestration
C. AI at the Core
D. Funnel Conversion Tracking
E. Platform Openness

D. Funnel Conversion Tracking 

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200

This refers to the amount of text or information a model can “see” and reason over at once—kind of like its short-term memory.

A. What is token count?
B. What is model size?
C. What is context window?

C. What is context window?

200

This brand-new tool from Demandbase gives sellers a live, data-driven view of prospects—helping them skip the guesswork and take the next best action automatically.

A. What is the Prospecting Playbook?
B. What is the Sales Signal Dashboard?
C. What is the AI Outreach Generator?

A. What is the Prospecting Playbook?

200

It's responses are reliable, helpful, trustworthy, and specific.

What makes a good Agent?

200

This feature helps GTM teams define product-specific buying groups using journey stages, engagement signals, and predictive scores—turning segmentation from a manual task into a scalable growth strategy.

What are GTM Segments

200

Pattern recognition, creative brainstorming, and natural language translations

What are LLMS good at?

300

From Awareness to Retention, these always-on assistants help analyze activity, surface insights, and take action to move accounts through every stage of the GTM funnel.

What are Agents

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300

The phenomenon where AI systems generate outputs that deviate from reality or lack factual basis.

What is AI hallucination?

300

This feature helps marketers map ad creatives to funnel stages and adjust budget allocation by journey stage—so accounts in “Engaged” or “MQA” stages can get higher bid priority.

Options:

A. What is Audience Forecasting?
B. What is Journey-Based Advertising?
C. What is Stage-Based Segmentation?
D. What is Dynamic Retargeting?

B. What is Journey-Based Advertising? ✅

300

Acting like a digital safety net, this set of programmable rules and filters prevents a model from generating harmful, toxic, or off-brand content.

What are AI guardrails?

300

This capability helps accelerate sales by identifying high-intent contacts missing from buying groups and making it easy to add them directly to your CRM.

What is 3P Contact Enrichment with Recommended Buying Group Members

300

Its the "Textbook" an LLM studies to learn the patterns of human language. For larger models, this is often the entirety of the public internet.

What is training data?

400

What is the primary goal of Agents in Demandbase’s product vision?

A. To generate chat responses for SDRs
B. To optimize paid ad performance
C. To move buying groups down the funnel
D. To replace dashboards with new reports

C. To move buying groups down the funnel

 

400

This process is how we grade the AI performance after its been built.

What is model/agent evaluation?

400

Daily Double

This in-development feature uses machine learning to recommend engagement scoring rules based on historical activity and opportunity data—helping new customers skip the guesswork and start measuring what matters faster.

What is Automated Engagement Score Setup

400

It's name is Bedrock and it provides access to many LLMs as a on-demand AI inference runtime

What system does AWS/Demandbase run its Agents/LLMs on?

400

When GTM teams compare buying group engagement across product lines and find gaps in interest or coverage, they’ve uncovered this kind of sales opportunity.

What is whitespace

400

This term describes companies like Google, OpenAI, and Anthropic. Each offers a unqiue "brand" of AI that we could choose.

Who are model providers?

500

Daily Double

It’s the part of the Demandbase platform that connects your GTM front-end—like apps or your own AI interface—to the platform layer below, including data, insights, and Agents.

What is the MCP/A2A layer?

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500

Daily Double

This type of AI system is capable of taking actions to achieve a ______ without its specific ______ being programmed in advance.

What is a goal and behavior?
(Or: What is a goal and plan? — both are acceptable depending on phrasing.)

500

This new Agent helps users quickly generate charts and recommendations—so instead of digging through dashboards, they just ask a question and act on the answer.

500

An agentic strategy where one LLM orchestrates many others to achieve the user's goal.

What is the "supervisor" agentic system?

500

This feature helps GTM teams understand what’s driving pipeline, where deals are stalling, and which actions are actually moving opportunities forward—across the full funnel.

What is Pipeline Influence

500

This is the reason a powerful AI might not know who won last year's Super Bowl or the latest news from this morning.

What is knowledge cutoff date?

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