Competitive Analysis Agent

1. Overview

This process creates a Strengths‑Weaknesses‑Opportunities‑Threats (SWOT) report and a feature‑gap analysis for a set of competitors. By comparing each competitor’s product features with the internal product’s features, the process identifies where the business is strong, where it needs improvement, and which market opportunities or threats exist.

2. Business Value

• Guides product‑development priorities and road‑map planning.
• Highlights missing features that can become new offerings, helping to close market gaps.
• Provides a clear, concise picture of competitor strengths and weaknesses, enabling better strategic positioning.

3. Operational Context

• When to run: When the market strategy team needs a refreshed view of competitor strengths and product‑feature gaps – typically before a product roadmap meeting, a new feature launch, or entering a new market segment.
• Who uses it: Market Strategist, Product Manager, and senior leadership.
• How often: Typically quarterly, or whenever a major competitor releases a new version or a new competitor enters the market.

4. Inputs

4.1 Competitor List

• Name/Label: Competitor List
• Type: List of competitors (each entry includes competitor name, product name, and feature list)
• Details Provided:

4.2 Internal Product

• Name/Label: Internal Product
• Type: Single product record
• Details Provided:

4.3 Market Context (optional)

• Name/Label: Market Context
• Type: Text description
• Details Provided: Short description of the target market, customer types, and any relevant market trends that are relevant to the analysis.

5. Outputs

5.1 SWOT Report (per Competitor)

• Name/Label: SWOT Report
• Contents: For each competitor, a bulleted list under four headings: Strengths, Weaknesses, Opportunities, Threats.
• Formatting Rules:
  • Use the competitor’s name as a header.
  • Use the four sub‑headings in that exact order.
  • List each point as a short, complete sentence.
  • Tone: neutral and professional.

5.2 Feature Gap Summary

• Name/Label: Feature Gap Summary
• Contents: Table of features that appear in any competitor’s product but are missing from the internal product.
• Formatting Rules:

5.3 Recommendations Overview

• Name/Label: Recommendations
• Contents: A numbered list of concrete actions derived from the SWOT and feature‑gap findings.
• Formatting Rules:
  • Each item starts with a verb (e.g., “Add”, “Improve”, “Consider”).
  • Use a formal, business‑focused tone.

6. Detailed Plan & Execution Steps

1. Gather all inputs – Ensure the Competitor List, Internal Product record, and any Market Context are received.

2. Validate completeness –

   • Check that every competitor entry has a name, product name, and a non‑empty feature list.
   • Check that the internal product has a name and at least one feature.
   • If any required field is missing, flag that entry as “Incomplete Data – review needed” and continue with the remaining entries.

3. Standardize feature wording –

   • Convert every feature phrase to lower‑case, trim spaces, and remove duplicate entries within each product.
   • This creates a common vocabulary for comparison.

4. Create a master feature set – Combine all unique features from all competitors and the internal product into one master list of unique features.

5. Perform SWOT evaluation for each competitor –

   • Strengths: Features the competitor has and the internal product also has, especially those noted as important in the Market Context.
   • Weaknesses: Features that the competitor has but the internal product does not.
   • Opportunities: Market needs (from Market Context) not addressed by either the competitor or internal product, plus any gaps that could be turned into new offerings.
   • Threats: Competitor features that give them a competitive edge (e.g., AI‑driven analytics) that could erode the internal product’s market position.

6. Construct the Feature Gap Summary – For each missing feature identified in step 5 (Weaknesses) create a row:

   • Competitor – name of the competitor that offers the feature.
   • Missing Feature – the feature name.
   • Potential Business Value – assign High if the feature addresses a core need identified in the Market Context, Medium if it adds useful functionality, Low if it’s a nice‑to‑have.
   • Recommended Action – select “Add”, “Consider”, or “Improve” based on the importance of the feature.

7. Generate Recommendations –

   • Review the Feature Gap Summary and select the top three highest‑value gaps.
   • Draft concise, actionable statements, each beginning with a verb, that address the identified weaknesses and threats.

8. Compile Outputs –

   • Assemble the SWOT Report, the Feature Gap Summary table, and the numbered Recommendations list.
   • Ensure each output follows the formatting rules from Section 5.

9. Review & Sign‑off –

   • Verify every competitor’s SWOT contains at least one bullet in each of the four categories; if any section would be empty, insert “None identified”.
   • Confirm that the Feature Gap Summary contains a Business Value entry from the set {High, Medium, Low} and a single‑word Action.
   • If any validation error occurs (e.g., missing internal feature list), halt the process and generate an error note: “Critical – No internal feature data; analysis halted.”

7. Validation & Quality Checks

• Data Presence – All required fields present; otherwise flag and omit that entry.
• Standardization – No duplicate feature names after processing.
• SWOT completeness – Each SWOT section contains at least one bullet; otherwise insert “None identified”.
• Feature‑Gap Accuracy – Every “Missing Feature” truly does not appear in the internal product’s feature list.
• Business Value Consistency – Value is one of “High”, “Medium”, or “Low”; otherwise flag for review.
• Formatting – Headings, bullets, and tables match the specifications.
• Recommendations Alignment – Each recommendation references a specific missing feature or a threat identified in the SWOT.

8. Special Rules / Edge Cases

• Missing competitor features – If a competitor’s feature list is empty, mark the entry as “No feature data – excluded”.
• Duplicate competitor names – If the same competitor appears more than once with the same product name, combine their feature lists and note “Consolidated duplicate entry”.
• Empty internal product list – If the internal product has no features listed, stop the entire process and produce the error: “No internal product data – analysis halted”.
• Conflicting feature wording – Treat “Real‑time analytics” and “Live analytics” as the same feature after standardization; keep the most common wording for the output.
• Large competitor list – If more than 10 competitors are supplied, process only the first 10 and add a note: “Additional competitors omitted for brevity”.
• No Market Context – If no market context is provided, limit the “Opportunities” section to feature‑based opportunities only (no market‑driven opportunities).
• Unclear Business Value – If a missing feature cannot be classified as High, Medium, or Low, set the value to “Medium” and flag for manual review.

9. Example

Input Example

Competitor List

Internal Product

Market Context

Small‑to‑medium business (SMB) market seeking affordable cloud services that provide real‑time insights, mobile access, and easy integration.

Output Example

SWOT Report

Acme Corp – Acme Cloud Service Strengths

• Real‑time analytics provides instant insight for users.
• 99.9% uptime demonstrates high reliability.

Weaknesses

• No mobile app for on‑the‑go access.

Opportunities

• Offer a free trial to attract price‑sensitive SMBs.

Threats

• Strong reliability may draw customers away from MyApp Pro.

BetaTech – Beta Suite Strengths

• AI‑driven analytics differentiates the product.
• 24/7 support provides superior customer experience.

Weaknesses

• No free trial for prospective customers.

Opportunities

• SMBs increasingly value AI‑driven insights.

Threats

• AI feature could attract high‑value customers and erode market share.

DeltaCo – Delta Platform Strengths

• Mobile app enhances accessibility for users on the go.

Weaknesses

• No AI‑driven analytics.

Opportunities

• Mobile‑first customers could be targeted with a stronger mobile offering.

Threats

• Comprehensive feature set may lure existing MyApp Pro users.

Feature Gap Summary

Recommendations

1. Add mobile app support (high impact) to meet market demand for on‑the‑go access.
2. Add AI‑driven analytics (high impact) to close the most valuable feature gap.
3. Consider introducing a free trial (medium impact) to increase competitive attractiveness.

Appendix A – FAQ

1. What if a competitor’s feature list is missing?

   • The process will flag that competitor as “Incomplete data – excluded from analysis”. The final report will note the omission for manual review.

2. Do I need to provide a market context?

   • No. The SWOT will still be produced based on feature comparison alone, but the “Opportunities” and “Threats” sections will focus on feature gaps.

3. How is “Business Value” determined?

   • High: Directly meets a core need described in the Market Context.
   • Medium: Useful, but not essential for the core market.
   • Low: Nice‑to‑have, low impact on revenue.

4. How often should the analysis be refreshed?

   • At least quarterly, or after any significant competitor product release.

5. What if my internal product has no features listed?

   • The process stops and produces an error note: “No internal feature data – analysis halted”.

6. What if there are more than 10 competitors?

   • The first 10 are included in the main report; additional entries are noted as “omitted for brevity”.

7. How are “Opportunities” identified?

   • By matching unmet market needs (from the Market Context) with features that are missing from all products, and by spotting gaps that could become new product ideas.

Appendix B – Glossary

• SWOT – An analysis of Strengths, Weaknesses, Opportunities, and Threats for a given entity.
• Feature Gap – A feature offered by a competitor but not by the internal product.
• Business Value – The estimated impact of a missing feature on market success, rated High, Medium, or Low.
• Strategic Goal – The overarching objective for the product (e.g., “Become the market leader for SMBs”).
• Market Context – Description of the target market, customer needs, and trends that affect the analysis.
• Opportunity – An external trend or market need that can be addressed by a new feature or capability.
• Threat – An external factor (often a competitor’s advantage) that could damage market position.

Appendix C – Reference Material

A. SWOT Category Definitions

B. Feature Classification List

C. Business Value Scoring Guide

D. Recommendation Templates

E. Review Checklist

• All competitor entries contain name, product, and feature list.
• Internal product has at least three core features.
• Market Context (optional) is included.
• Each competitor’s SWOT has at least one bullet per category.
• Feature Gap table contains “Business Value” as High/Medium/Low and a single‑word action.
• Recommendations are numbered and start with a verb.
• All formatting matches the specifications in this SOP.
• Validation checks passed before finalizing output.