Dreamwriter's RAG Database: Smarter, Higher-Quality Content
At Dreamwriter.ai, our mission has always been to help B2B marketing and sales teams create high-performing content that resonates with their target audiences.
Today, we’re excited to announce a major upgrade to our platform’s back-end architecture: Dreamwriter now leverages a RAG (Retrieval-Augmented Generation) Vector Database to dramatically improve the quality, accuracy, and relevance of the content it generates.
The Evolution of Dreamwriter’s Content Generation
How Dreamwriter Works
Dreamwriter enables customers to create a Workspace brand, where they set their brand’s fonts, colors, and overall visual identity. Customers can also upload documents and link webpages to feed the AI with rich, relevant context:
- Webpages like homepages, solutions pages, and use case pages
- Documents like messaging guides, sales decks, and other collateral
Customers can also create campaigns, where they provide additional resources specific to a product, service, or target audience. This includes:
- Industry-specific messaging
- Role-specific messaging
- Company-specific personalization
This functionality powers hyper-personalized content that speaks directly to a company’s audience.
What’s Changed: Moving from Summaries to Full Data Utilization
Previously, Dreamwriter would analyze all linked webpages and uploaded documents and generate a concise summary of each source.
Now, with the RAG Vector Database, Dreamwriter stores and retrieves the entire body of text from uploaded documents and linked webpages. This means that instead of working from summaries, Dreamwriter now directly pulls from all the real, detailed data customers provide.
Why This Matters: Addressing Customer Pain Points
Our customers provided valuable feedback: while Dreamwriter produced content quickly, it sometimes went off-message or even fabricated key performance indicators (KPIs).
The Impact of the RAG Vector Database
By storing and indexing all customer-provided content, Dreamwriter now:
- Extracts relevant case studies, quotes, and proof points
- Accurately represents the company’s messaging and key metrics
- Generates content that is more aligned with the brand’s actual voice
This results in significantly higher-quality content that requires less manual editing, allowing marketing and sales teams to publish polished content faster.
This Is Just the Beginning — We Need Your Feedback!
This is our first version release of the RAG Vector Database. While we spent weeks testing internally, we quickly realized that we need a higher volume of feedback from real users to truly refine and perfect this feature. If you notice anything or have suggestions, we’d love to hear about it!
- Send us your feedback at support@dreamwriter.ai
- Or provide feedback directly within the Dreamwriter app
We are committed to continuously improving this feature, and your input is invaluable in making it even better.
A Sneak Peek at What’s Coming Next
This new RAG-powered foundation opens exciting new possibilities, and we’re already working on two major feature updates that will provide tremendous value to our users.
Customizable Text vs. Image Balance
You’ll soon be able to choose between three content styles when generating content:
- “Heavy text, less images” — Ideal for long-form content like whitepapers or case studies
- “Balanced text and images” — A well-mixed approach for engaging presentations and sales materials
- “Less text, heavy images” — Perfect for highly visual storytelling like one-pagers or social media content
This will allow users to create deeper, more detailed content while still staying on-brand. With the new RAG-powered backend, Dreamwriter can now accurately build in-depth messaging using the full breadth of your source materials.
Advanced Content Repurposing
We’re revamping our content repurposing feature! Soon, you’ll be able to upload a file or link a webpage - such as a blog post or landing page - and Dreamwriter will transform it into a fully designed PPT or PDF that is more accurate and better aligned with your messaging than ever before.
Try the New Dreamwriter Today!
The introduction of the RAG Vector Database is a game-changer for Dreamwriter users. It transforms the way our platform processes and generates content, delivering higher accuracy, better brand alignment, and fewer manual edits.
We can’t wait to see how you use these improvements to create even more effective, high-performing marketing and sales content!