---
title: "Product Research: Generate a Publishable 4-Page PDF with Talos in 15 Minutes"
description: "Use a prompt based on the eight-point framework to have Talos complete retrieval, cross-verification, and drafting within 15 minutes, producing a 4-page product research PDF ready for publication."
canonical: https://taloswork.ai/en/blog/product-research-pdf
language: en
last_updated: 2026-10-28
date_published: 2026-10-28
category: "研究"
---

# Product Research: Generate a Publishable 4-Page PDF with Talos in 15 Minutes

# Product Research: Using Talos to Produce a Publishable 4-Page PDF in 15 Minutes

## Project Background

Product research is a high-frequency task for product managers, investment analysts, and operations roles. To assess how far along a product has come, you need to simultaneously check official pricing pages, revenue databases, founder post-mortems, and competitor reviews. Manually completing a presentable research report typically takes 1 to 2 days. This time, using Talos, a 4-page product research PDF was generated in 15 minutes.

The case study selected is Buffer. It's moderate in scale and has publicly available data, making it suitable for verifying the completeness and credibility of the output.

## Challenges

The difficulties of product research converge in three areas: data is scattered across seven or eight locations, vendor self-descriptions are mixed with third-party estimates, and the final write-up can easily become a raw data dump. Harder still is credibility assessment: the same figure can differ by a factor of three between an official website, a review, and a revenue database. Without citing sources, the research is effectively worthless.

The goal this time was to produce a ready-to-publish research report where every key number could be traced back to its source.

## Method

### Step 1: Turn the Research Requirements into a Structured Prompt

Research quality depends on the framework. State the questions to be answered, the word count for each item, and the data handling rules all at once to ensure a stable output structure. The complete prompt used this time:

```text
Help me research a product and output a directly publishable Markdown document, written according to the following eight points:

1. Product Name: Name in Chinese and English, domain name, launch year
2. Product Introduction: Who it serves, what problem it solves, what features it provides, business model (how it charges)
3. Current Status: User scale, annual revenue, growth rate
4. Company: Company name, establishment date, location, number of employees, funding status
5. User Personas and Scenarios: Who uses it, provide 2-3 specific scenarios
6. Official Website and Trial: Website URL, what the free version includes, is a credit card required
7. Feature List: Grouped by Publishing, Creation, Engagement, Analytics, Collaboration
8. Pricing and User Reviews: Tiered pricing table, plus one authentic user review

Requirements:
- 1-3 sentences per point, the entire document must not exceed two A4 pages
- Six numbers must be found: users, revenue, growth rate, employee count, pricing, launch time
- If data cannot be found, note "Undisclosed"; do not substitute with adjectives
- Estimated numbers must be marked as "Estimated"
- Cite the source for every key number; include a credibility table at the end of the document
- Finally, provide a verdict: what it makes money from, is its moat real, and what gap is left open
```

This prompt contains four key elements:

- **Fixed Structure**: The order of the eight points is locked in, meaning outputs can be directly compared side-by-side every time.
- **Numbers First**: Six hard indicators must land on specific values, avoiding entirely qualitative descriptions.
- **Source Constraints**: If data can't be found, write "Undisclosed"; estimates must be marked, eliminating fabrication.
- **Conclusive Finale**: The final sentence must answer what this means for us.

### Step 2: Talos Executes the Research Automatically

After receiving the requirements, Talos advanced through five stages:

1.  **Locate Official Information**: Opened the official website's homepage, pricing page, and about page to confirm product positioning, tiered pricing, and the corporate entity.
2.  **Check Revenue and Scale**: Searched revenue databases and public metrics pages to obtain ARR, paying customer count, and team size.
3.  **Find First-Person Post-Mortems**: Searched for the founder's public post-mortems and media summaries to fill in key milestones on the growth curve.
4.  **Cross-Reference Checks**: Placed figures for the same metric from different sources side-by-side and separately annotated conflicting data.
5.  **Write According to the Framework**: Wrote the eight sections paragraph by paragraph, controlled the word count for each, and appended the credibility table at the end.

The entire process took approximately 15 minutes.

### Step 3: Output Content Structure

Using Buffer as an example, the output was a 4-page PDF, with eight main body paragraphs plus two concluding sections.

| Section | Content |
| --- | --- |
| Paragraphs 1-2 | Product Positioning & Business Model: Subscription per channel, starting at $5 per social media account |
| Paragraph 3 | Scale: 57,500 paying customers, $26.8 million ARR, +13% year-over-year growth |
| Paragraph 4 | Company: Founded in 2010, 74 employees, only raised a $3.5 million Series A |
| Paragraphs 5-6 | Personas & Experience: Creators, small teams, agencies; free version covers 3 channels |
| Paragraphs 7-8 | Features & Pricing: Three tiers, save 20% with annual payment |
| Conclusion | One-sentence verdict, plus a 6-row credibility table |

Three of these numbers are worth examining individually: The $26.8 million ARR comes from the official website's public metrics page; the 57,500 paying customers comes from a third-party revenue database; the +13% growth rate corresponds to a re-acceleration after it was stuck around $20 million for eight years. Only by looking at these three numbers together can you see the real pace of return in the distribution layer business.

![01 Cover of the research PDF: Product Positioning and Business Model](../../assets/images/blog/product-research-pdf/01.webp)

![02 Scale and Company: ARR, paying customer count, and team details](../../assets/images/blog/product-research-pdf/02.webp)

![03 Features and Pricing: Tiered pricing table and user review](../../assets/images/blog/product-research-pdf/03.webp)

## Results

| Metric | Manual Production | Talos |
| --- | --- | --- |
| Total Time Spent | 1-2 days (estimated) | 15 minutes |
| Information Sources | Manually opening 5-8 pages | Automatic search and cross-referencing |
| Data Credibility | Relies on memory for judgment | Each number has a cited source; summary at the end |
| Output Format | Handwritten in a document | Structured Markdown plus a 4-page PDF |
| Reusability | Framework rebuilt each time | Prompt saved as a template; run again by changing the product name |

15 minutes, a 4-page PDF, all eight sections data-supported, with 6 key numbers annotated with their source and credibility.

## Business Impact

-   **Single Research Task**: Compressed from 1 to 2 days down to 15 minutes, provided a stable framework is in place first.
-   **Repeated Research**: Once the prompt is saved, swapping in a different product name runs another report, driving marginal cost to near zero. This difference is magnified tenfold when building a competitive matrix.
-   **Information Quality**: Every number has a source, conflicts are explicitly annotated. During team review, no one needs to ask where a number came from.
-   **Format Consistency**: The eight-point structure is fixed, allowing multiple research reports to be directly assembled into a comparison table.

## Replicable Insights

1.  **Lock Down the Framework First**: Establish the eight-point structure; this is the prerequisite for side-by-side comparison across multiple reports.
2.  **Require Source Citation**: Citing a source for every key number is the foundation of credibility.
3.  **Set Rules for Missing Values**: Write "Undisclosed" if data cannot be found, and mark estimates, avoiding filling gaps with adjectives.
4.  **The Final Sentence Must Conclude**: Answer what this means for us, rather than just finishing the list.

## FAQ

**Q: What if I can't find revenue data?**

A: Write "Undisclosed." Do not substitute with wording like "significant scale." For public companies, check their financial reports. For private ones, check revenue databases and the founder's public post-mortems. Leave it blank if found in neither, and note this in the credibility table.

**Q: If there's a discrepancy for the same number across several sources, which one is authoritative?**

A: Prioritize the official source, followed by third-party reviews with a confirmed review date. If two figures differ significantly, keep both and state the conflict in the main text; do not calculate an average yourself.

**Q: Can the generated PDF be edited?**

A: Yes. The Markdown is the source file; you can modify it and re-export. The PDF is for external distribution; the Markdown is for subsequent maintenance.

**Q: Can this method be reused for other types of research?**

A: Yes. Swap the eight-point framework for a structure suited to industry research, a competitive matrix, or an investment memo. The rest of the rules stay the same: prioritize numbers, ensure traceability of sources, and conclude definitively.
