Which Pricing Source Do AI Assistants Trust: Your Site, G2, or Capterra?

# Which Pricing Source Do AI Assistants Trust: Your Site, G2, or Capterra?

When an AI assistant cites your pricing, it rarely pulls from just one source—it triangulates across your website, G2, Capterra, your pricing page, old blog posts, and whatever else it has indexed. If those sources disagree, the assistant picks based on a mix of recency, authority, and consistency, not necessarily your official version.

## Key takeaways

- AI assistants weight pricing from review platforms (G2, Capterra) almost as heavily as your official site, especially if the review platform data is recent and consistent. - Stale pricing on your website is often overridden by newer pricing on third-party platforms, even if the third-party data is outdated. - Conflicting pricing across platforms signals uncertainty to AI systems; consistency across all sources is the strongest signal for correct citation. - The best defense is to keep pricing identical everywhere and to update all platforms simultaneously when you change prices.

## How AI assistants evaluate conflicting pricing data

AI systems don't have a single "official" source registry. Instead, they use a ranking system that considers:

**Recency**: A pricing update on G2 from last month often outweighs a pricing page on your website that hasn't been refreshed in six months, even if your page is technically authoritative.

**Consistency**: If your website, G2, and Capterra all say $99/month, an AI assistant treats that as a strong signal. If two say $99 and one says $149, the assistant may flag the conflict or default to the most-cited version.

**Source authority**: Your official pricing page ranks higher than a random blog post, but it doesn't automatically rank higher than G2 or Capterra if those platforms are fresher or have more corroborating data.

**Corroboration**: If a pricing figure appears on multiple independent platforms (your site AND G2 AND a trusted review), it carries more weight than a figure that appears on only one.

## Why review platforms often win

G2 and Capterra have a structural advantage: they're updated by customers, vendors, and the platforms themselves. This creates a built-in refresh cycle. When a customer updates a review or a vendor corrects their profile, that data is recent. Your website, by contrast, often goes months without a pricing-page update.

From an AI assistant's perspective, recent data on a reputable third-party platform signals that the information is actively maintained. Old pricing on your official site signals neglect.

This matters because many founders don't realize their pricing page is stale. They update pricing in their billing system, send a customer email, and assume the website will follow. It doesn't—not until someone explicitly updates it.

## The conflict scenario: what actually happens

Here's a realistic case:

- Your website lists a plan at $99/month (updated January 2024). - You raise prices to $129/month in March 2024 and update G2 immediately. - You forget to update Capterra until June 2024. - You update your website in July 2024.

When a user asks ChatGPT "What does [Your Company] charge?", the assistant may cite $129 (from G2, which is recent and authoritative) or $99 (if it indexed your old website version and hasn't re-indexed). If it's Perplexity or Claude, it might cite multiple versions and note the discrepancy.

The assistant doesn't "know" which is correct. It infers correctness from consistency and recency.

## What this means for citations

When an AI assistant cites your pricing, it's making a probabilistic bet on which source is most likely to be true. If you want to control which source it cites, you need to:

1. **Make all sources identical**: If your website, G2, Capterra, and any other platform all say the same price, the assistant has no reason to pick one over another—it will cite the most authoritative or recent one, which is usually your official site.

2. **Update simultaneously**: When you change pricing, update your website, G2, Capterra, and any other platform on the same day. This removes the recency advantage that third-party platforms often have.

3. **Keep your official site fresh**: Add a "Last updated" date to your pricing page. This signals to AI systems (and to humans) that the information is actively maintained. Stale-looking pages are deprioritized.

4. **Monitor what's published about you**: Use a tool like [QueryOn's free AI Visibility Snapshot](https://queryon.tech/snapshot) to see what pricing data AI assistants are actually seeing and citing about your company. This reveals conflicts before they become citations.

## The schema.org angle: helping AI assistants find the truth

One underused tactic: markup your pricing with schema.org's `Offer` schema. This tells AI systems (and search engines) exactly what you're charging, in a structured format they can parse reliably.

When you use proper schema markup, you're essentially saying: "This is my official pricing, in a machine-readable format." AI assistants weight schema-marked data more heavily than plain text, because the markup signals intent and reduces ambiguity.

If you mark up your pricing and it conflicts with unmarked pricing on G2, the schema markup usually wins—but only if the AI system actually crawls your site and parses the markup. Many don't, especially if they're using older training data or a limited crawl budget.

## Practical steps to ensure correct pricing citations

| Action | Why it matters | Frequency | |--------|----------------|----------| | Update pricing on your website first | Your site is the source of truth; update it before anywhere else | Immediately when price changes | | Update G2 and Capterra within 24 hours | These platforms are heavily indexed by AI assistants | Same day or next day | | Add schema.org Offer markup | Signals to AI that this is official, structured pricing | Once (then maintain) | | Audit your old content | Delete or redirect old pricing pages that might still be indexed | Quarterly | | Monitor AI citations | Check what ChatGPT, Perplexity, and Claude say about your pricing | Monthly | | Keep a pricing changelog | Publish a public record of price changes with dates | When you change prices |

## Why this matters beyond just being cited correctly

Conflicting pricing across platforms erodes trust—not just with AI assistants, but with customers. If a prospect sees $99 on your website but $129 on G2, they'll assume you're either hiding a price increase or that your website is neglected. Either way, it's a friction point.

AI assistants amplify this problem because they surface multiple sources. When Claude cites "$99 according to your website, but $129 on G2," the user sees the conflict directly. Consistency across platforms removes that doubt.

## Frequently asked questions

**Q: If I update my pricing page but not G2, which will AI assistants cite?**

A: It depends on the AI system and its training data freshness. ChatGPT, which has a knowledge cutoff, may cite whichever source it indexed most recently before that cutoff. Perplexity and Claude, which do real-time web searches, will likely cite both and note the conflict. The safest approach is to update both simultaneously.

**Q: Does my pricing need to match across every platform, or just the big ones?**

A: The big ones (your website, G2, Capterra) matter most because AI assistants index them heavily. But if you're listed on other platforms—review sites, app marketplaces, industry directories—consistency there helps too. The more sources that agree, the more confident an AI assistant will be in citing you.

**Q: What if a competitor has outdated pricing on G2 and AI assistants cite it as current?**

A: This is a known problem. The best you can do is keep your own pricing consistent and current everywhere. You can't control what AI assistants cite about competitors, but you can make sure your own data is so clean and consistent that assistants default to you when users ask for comparisons. For deeper insight into how AI handles competitor pricing conflicts, [read more on how AI assistants arbitrate conflicting information](https://kavio.tech/blog).

**Q: Should I list my pricing on more platforms to get more citations?**

A: More platforms = more potential conflicts. Only list pricing on platforms where your target customers actually look (usually G2, Capterra, and your own site). Each additional platform is another source that needs to stay in sync.

**Q: How often do AI assistants re-index pricing information?**

A: It varies widely. ChatGPT's knowledge cutoff means it doesn't re-index at all (until a new model version). Perplexity and Claude do real-time searches, so they see current information. Google AI Overviews and Gemini pull from Google's index, which refreshes continuously but unevenly. The only way to know for sure is to check what each assistant is actually citing about you.

## Next steps: see what AI assistants are actually citing about your pricing

The best way to know if your pricing is being cited correctly is to check. [Run a free AI Visibility Snapshot](https://queryon.tech/snapshot) to see what ChatGPT, Perplexity, Claude, and Google AI Overviews are actually saying about your company—including your pricing. You'll see which sources they're citing, whether there are conflicts, and what you need to fix.

Once you know what AI assistants are seeing, you can prioritize updates and monitor whether your changes actually shift the citations.