Conversational commerce optimisation: writing content AI agents can quote and recommend

AI shopping agents do not just extract data. They generate natural language recommendations that quote, paraphrase, and summarise your product and service descriptions. The way you write your Wix page content directly influences how AI agents describe your offering to users. Content that is clear, specific, and structured for extraction gets quoted accurately and persuasively. Content that is vague, marketing-heavy, or buried in jargon gets paraphrased poorly or skipped entirely. This lesson teaches you how to write product and service content that AI agents will confidently quote and recommend.

How AI Agents Generate Product Recommendations

When an AI shopping agent creates a product recommendation, it follows a specific content generation pattern. Understanding this pattern helps you write content that feeds into it effectively.

• The agent extracts your product name and uses it as the recommendation anchor
• It pulls the most distinctive features from your description and presents them as key selling points
• It includes the price and compares it to alternatives in the same category
• It summarises review sentiment: "Rated 4.8 out of 5 by 47 customers" or "Customers praise the build quality and delivery speed"
• It notes availability and delivery: "In stock with free UK delivery" or "Available for pre-order, ships in 6 weeks"
• It may directly quote distinctive phrases from your content, especially unique value propositions

The BLUF Principle for AI-Optimised Product Descriptions

BLUF (Bottom Line Up Front) is a communication principle from the military that places the most important information first. For AI agent optimisation, this means opening every product description with the key facts: what it is, who it is for, what makes it different, and why the customer should choose it. AI agents often extract only the first 2-3 sentences of a description, so front-loading critical information ensures it gets captured.

Writing BLUF-optimised product descriptions for AI agents

• Open with a single sentence stating exactly what the product is and its primary benefit
• Second sentence: who it is for (target customer) and the key differentiator
• Third sentence: specific features that set it apart (materials, specifications, warranty)
• Follow with a structured feature list using bullet points
• Include comparison language: "Unlike mass-produced alternatives..." or "The only Wix-specific course that covers..."
• End with social proof: review summary, awards, certifications, or customer count

Writing Feature Lists That AI Agents Extract Accurately

AI agents extract bullet-point feature lists more reliably than feature descriptions buried in paragraphs. Each feature bullet should be self-contained, specific, and include measurable details.

• Start each bullet with the feature name, then explain the benefit: "10-year structural warranty: covers all manufacturing defects and structural failures"
• Include specific numbers: dimensions, weights, capacities, durations, speeds, or quantities
• Avoid subjective superlatives like "amazing quality" or "incredible value", use measurable claims instead
• Include comparison data where truthful: "40% lighter than comparable steel alternatives"
• Each bullet should be quotable as a standalone fact that an AI agent can include in a recommendation
• Limit to 8-12 key features, prioritised by what matters most to buyers

Writing Service Descriptions for AI Recommendation Engines

Service businesses face a unique challenge: AI agents struggle to recommend services with vague descriptions. "We offer amazing digital marketing services" gives an agent nothing to work with. Specific service descriptions with defined deliverables, pricing, timescales, and outcomes give agents everything they need to make confident recommendations.

Structuring service descriptions for AI agents on your Wix site

• Name the service precisely: "Wix SEO Audit Service" not "SEO Services"
• Define exactly what is included: number of pages analysed, deliverables, report format
• State the price or price range clearly: "£299 one-time" or "From £199/month"
• Specify the timeframe: "Delivered within 5 working days" or "3-month engagement"
• Include who it is for: "Designed for Wix site owners with fewer than 50 pages"
• State expected outcomes with evidence: "Average client achieves 250% organic traffic increase (based on 127 completed projects)"
• Add credentials: certifications, years of experience, number of projects completed

Complete How-To Guide: Rewriting Your Wix Product and Service Content for AI Agents

Follow these steps to optimise your content for AI agent recommendation

• List your top 10 product or service pages by traffic and revenue
• For each page, read the current description and highlight every vague or subjective statement (words like "amazing", "revolutionary", "best-in-class" without supporting data)
• Rewrite the opening paragraph using the BLUF formula: What it is, Who it is for, Key differentiator, Specific evidence
• Convert any feature paragraphs into structured bullet-point lists with specific, measurable details
• Add missing data points: exact pricing, delivery timeframes, warranty details, and customer review summaries
• Include at least one comparison statement per product that differentiates you from alternatives
• Ask ChatGPT with browsing to describe your product page and compare its output to what you intended to communicate
• Identify any information the AI agent missed or misrepresented and adjust your content to make that information more prominent
• Ensure every key data point is both in visible text and in your structured data markup
• Test the updated content in Perplexity by searching for your product category and checking if your recommendations improved