AI Visibility for SaaS & B2B Tech
When buyers ask AI which tool to use, is your product in the answer?
Some software buyers now ask ChatGPT, Claude, and Perplexity about products before they visit your website. Pondral measures how AI engines describe and recommend your product across five engines, with an open methodology your team can verify.
5
AI engines monitored (2 on Free)
Weekly
full 5-engine audit
Open
scoring methodology
Weekly
competitor tracking
The problem
Your SEO is strong. Your AI visibility might not be.
Some B2B software evaluation now starts with a prompt, not a search. "What's the best CRM for a 50-person team?" "Compare Notion vs Monday vs Asana." "Which email marketing tool has the best API?" When AI engines answer, they name a handful of products. If yours is not one of them, that buyer does not see it in the answer.
Incumbents get recommended by default
AI engines train on web-scale data where established players have the most written about them. An answer can name the incumbent even when your product is a better fit. Without measurement, you don't know where you stand.
SEO tools started with Google rankings
Ahrefs and Semrush started as Google-ranking tools; both now sell AI-answer tracking modules (see /compare/ahrefs-brand-radar and /compare/semrush, each dated and sourced). Pondral is built only for this: it reads the AI answers themselves, scores them on a published rubric, and keeps the answer behind every score.
Your positioning gets distorted
AI engines describe your product based on whatever content they can extract. If your feature pages are promotional instead of factual, there is less for an engine to quote accurately. You might rank #1 on Google and still be missing from the AI answers your buyers read.
The queries that matter
These are the prompts your buyers type into AI engines
Pondral runs your brand against queries like these across all five engines, then scores how you appear in every response.
Category queries
- "best CRM for small business"
- "top project management tools 2026"
- "which email marketing platform should I use"
- "best analytics tool for startups"
Comparison queries
- "HubSpot vs Pipedrive vs [your product]"
- "alternatives to Salesforce for SMBs"
- "Notion vs Monday vs ClickUp"
- "which helpdesk software is best for SaaS"
Use-case queries
- "best tool for managing remote teams"
- "how to automate customer onboarding"
- "which software for subscription billing"
- "best developer tool for API monitoring"
When AI engines answer these questions, they name specific products. If yours is not one of them, the buyer does not see it in that answer.
How it works
How Pondral finds the gaps
Tell us your product category and competitors
Setup is a short form. Add your product, your category, your top competitors, and the queries your buyers ask. Pondral builds your audit configuration, and the first audit starts when you finish setup.
Pondral runs a full 5-engine audit weekly
Pondral asks ChatGPT, Claude, Gemini, Perplexity, and Grok the questions your buyers ask: a full audit across all five engines every week. Every response is scored on the same five-factor rubric: Presence, Prominence, Context accuracy, Citation Link, and Competitive Presence.
See exactly where you win and where you lose
Your dashboard shows which engines recommend you, on which queries, and who gets recommended instead. Competitive Presence and citation sources are tracked over time. Every score links to the raw AI response that generated it.
Get content briefs for the gaps
On the Growth plan and above, Pondral suggests the content, structured data, and documentation changes worth making, based on what the answers say. Every brief names the query, the gap, and the suggested change. The effect of a change on later answers is not guaranteed.
What you get
Built for product marketing teams that need numbers
Every feature is designed around one question: how does AI describe my product, and what can I do about it? See full pricing.
Competitor tracking
See who AI engines recommend instead of you, on which queries, and from which citation sources. Track Competitive Presence over time. Know when a competitor gains or loses ground.
Content gap analysis
Pondral identifies the specific queries where your product doesn't appear. On the Growth plan and above, each gap comes with a content brief your team can act on: what to write, what structured data to add, which pages to restructure.
Citation source mapping
See exactly which external sources AI engines cite when recommending products in your category. G2 reviews, documentation pages, comparison articles, Reddit threads. Know where to invest your content and review strategy.
Workflow integrations
Alerts fire when your score drops — by email, and in Slack, Teams or Discord if you connect them. API and webhooks push scores into your own reporting. CSV and XLSX exports for everything else. Fits your existing workflow.
By company type
How different SaaS companies use Pondral
Growth-stage SaaS
You're competing against established incumbents with far more content. Your product may be a better fit, but the answers can still name the incumbent, which has more documentation, G2 reviews, and comparison articles written about it.
Pondral shows you the questions where you're missing. Instead of writing more blog posts and hoping, you get specific briefs (Growth plan and above): add FAQ schema to your pricing page, write a comparison page for the three queries where competitors beat you, restructure your docs so AI can extract feature answers.
Developer tools
Developers ask AI for tool recommendations: 'best monitoring tool for Kubernetes,' 'which ORM should I use with Postgres.' Your product may have better docs than most, but the answers can still name the most-linked alternatives.
Pondral monitors developer-intent queries across all five engines. Your API docs and changelog are assets, and structuring them so an engine can extract feature answers is a reasonable step. Pondral suggests documentation changes that put feature answers in a form an engine can quote.
Martech & sales tools
When a VP of Marketing asks ChatGPT 'best marketing automation tool for a 200-person company,' the answer can name the category leaders even when a smaller product is a better fit.
Pondral tracks how AI engines describe your product vs. category leaders on the high-intent queries buyers ask during evaluation. Competitive Presence data shows where competitors appear and you don't. Citation source mapping shows which review sites and comparison articles the answers cite.
Multi-product companies
You have five products across two categories. AI engines may recommend Product A but miss Product B entirely, or describe your platform inaccurately by conflating products. Each product needs its own visibility strategy.
Track every product as a separate brand in one workspace: per-product dashboards, per-product competitor tracking, per-product content briefs. The brand picker scopes the dashboard to one product at a time.
Before & after
How product marketing teams handle AI visibility today vs. with Pondral
Open methodology your team can audit
Five-factor rubric with published weights. Every score links to its raw AI response. Each (question, engine) pair is graded once per run. No black-box scoring.
Frequently asked questions
Which AI engines does Pondral monitor for SaaS companies?
Pondral monitors ChatGPT, Claude, Gemini, Perplexity, and Grok. Each engine is queried with the category and comparison prompts your buyers actually type, like 'best CRM for small business,' 'alternatives to [competitor],' or 'which project management tool should I use.' Every response is scored on the same five-factor rubric across all engines.
How is this different from tracking Google rankings?
Google shows ten links and lets the user choose. AI engines give one written answer that names a handful of products. If your product is not one of them, the buyer does not see it in that answer. Ahrefs and Semrush started as Google-ranking tools and now also sell AI-answer tracking modules. Pondral is built only for this. It measures what the AI answers say: which products they name, how they describe them, and which sources they cite.
Can I track competitors in the same category?
Yes. Every audit scores your product alongside the competitors AI engines mention in the same response. You see who gets recommended instead of you, on which queries, and from which citation sources. Competitive Presence is tracked over time so you can measure progress.
What does the Growth plan cost?
The Growth plan is $449/month, or $382/month billed annually ($4,584 billed annually). It includes 6 brands, a full 5-engine audit every week, API and webhooks, competitor tracking, and content briefs. Add brands anytime — $75/mo each (up to 10 total). Teams tracking more products than that move to the Agency tier at $999/month, or $849/month billed annually ($10,188 billed annually), which includes 12 brands. Add brands anytime — $75/mo each (up to 25 total).
How quickly do AI visibility improvements take effect?
We do not publish a timeline, because we do not measure one. Telling you a schema change lands in AI answers within a set number of weeks would need per-brand tracking of a change against the answers that follow it. Pondral shows a question's score before and after a brief is published (the Agency 'Since publishing' view), but does not measure how long a change takes to show up or claim it caused the move. What the weekly audit does show is your score before and after, dated, with the answer behind each one, so you can see when your score moved and by how much. With one reading per engine per run, moves under 15 points are directional. FAQ and comparison content is a reasonable place to start, because it puts direct answers in a form an engine can quote. We have not measured its effect on citations.
Do I need to change my website to improve AI visibility?
Pondral can't promise that a change will move your score. The changes SaaS teams typically consider are targeted: adding structured data to feature and pricing pages, writing comparison content that AI engines can extract, and restructuring documentation so it answers specific questions rather than listing features. Pondral shows the questions where you're missing, and on the Growth plan and above it generates content briefs you can hand to your team.
What makes Pondral suitable for SaaS companies?
Pondral is the AI visibility platform built for the way software buyers evaluate products today. A full 5-engine audit every week. Every score links to the raw AI response. An open five-factor methodology so your numbers survive a VP of Marketing review. Content briefs you can hand straight to your team (Growth plan and above). Competitor tracking shows who gets recommended instead of you.
Pricing
Free
Your AI visibility score in about a minute. Free.
- ✓1 brand
- ✓10 prompts per brand
- ✓3 visibility checks per month
- ✓2 engines per check (choose which 2 when you set up your brand)
- ✓Monthly automated check (uses your monthly checks)
- ✓Public methodology + raw evidence per score
SMB
Set the brand once. Pondral runs the full audit weekly.
$1,524 billed annually — or $149/mo billed monthly
- ✓1 brand included
- ✓Add brands anytime — $75/mo each (up to 3 total)
- ✓10 prompts per brand
- ✓All 5 engines
- ✓Weekly full 5-engine audit: one reading per engine per run; small moves (under 15 points) are directional
- ✓Weekly digest email with each brand's score and its change, plus up to 5 questions to work on for the brand with the biggest score move that week
- ✓Provenance ledger export
- ✓Email support
Growth
From audit to brief to Slack alert. Without the swivel-chair.
$4,584 billed annually — or $449/mo billed monthly
- ✓6 brands included
- ✓Add brands anytime — $75/mo each (up to 10 total)
- ✓50 prompts per brand
- ✓All 5 engines
- ✓Weekly full 5-engine audit: one reading per engine per run; small moves (under 15 points) are directional
- ✓Daily change alerts (2 engines, first 2 questions)
- ✓Weekly digest email with each brand's score and its change, plus up to 5 questions to work on for the brand with the biggest score move that week
- ✓Content briefs to fix the gaps Pondral finds
- ✓Slack, Teams and Discord alerts (after you connect them)
- ✓Site content crawl with AEO readiness scoring
- ✓Provenance ledger export
- ✓API + webhooks
- ✓Email support
Agency
White-label reports and SSO. For agencies and enterprise.
$10,188 billed annually — or $999/mo billed monthly
- ✓12 brands included
- ✓Add brands anytime — $75/mo each (up to 25 total)
- ✓100 prompts per brand
- ✓All 5 engines
- ✓Weekly full 5-engine audit: one reading per engine per run; small moves (under 15 points) are directional
- ✓Agency brands are first in line when more audits are due than one run can take
- ✓Daily change alerts (2 engines, first 2 questions)
- ✓Weekly digest email with each brand's score and its change, plus up to 5 questions to work on for the brand with the biggest score move that week
- ✓Every client brand in one workspace, with a portfolio view of who needs attention
- ✓Up to 100 team seats with owner, strategist, writer, analyst and client-viewer roles
- ✓Content briefs: full writer's briefs or plain-language action steps
- ✓Since publishing: each published brief's question scored before and after (no cause claimed)
- ✓White-label client reports and portal (self-serve branding)
- ✓Slack, Teams and Discord alerts (after you connect them)
- ✓Site content crawl with AEO readiness scoring
- ✓SSO (SAML 2.0, Google)
- ✓Audit log export
- ✓API + webhooks
- ✓Provenance ledger export
- ✓Direct founder support
Pondral also serves agencies that manage SaaS clients. See the agency platform →
Do you know how AI describes your product?
Run a free AI visibility check on your product in about a minute. See how ChatGPT, Claude, Gemini, Perplexity, and Grok describe your product today, and where your competitors are winning. Free runs two engines per check; all five are on paid plans.
Or book a demo and we'll walk through an audit on the call.