Key takeaways
- On paper all three claim ChatGPT coverage, but the real gate is pricing: Profound's cheapest plan tracks ChatGPT only, Peec AI caps every self-serve tier at 3 of its available engines, and Otterly.AI's advertised $29/mo price hides paid add-ons for Gemini, AI Mode, and Claude.
- ChatGPT's own citation behavior moved under everyone's feet this year: average citations per response dropped roughly 27% after the GPT-5.3 rollout in March 2026, and query fanouts got shorter and leaner, per Promptwatch Data. Any tool comparison based on a single snapshot is unreliable for this reason alone.
- Profound is the deepest platform (agent analytics, conversation volume estimates, a real content-generation layer) but its usable multi-engine tier starts at $399/mo, and Enterprise contracts commonly run $2,000-$5,000+/mo.
- Peec AI is the strongest mid-market pick for SaaS teams that want sentiment and citation tracking without an enterprise sales call, but its engine cap doesn't lift even on its top self-serve tier.
- Otterly.AI is genuinely the cheapest way in the door, and its unlimited-seats policy is rare in this category, but budget carefully: full 7-engine coverage on a real account looks more like $76-$1,226/mo than the $29 headline.
Why "ChatGPT coverage" is a slippery thing to compare
Every AI visibility vendor puts "tracks ChatGPT" on the homepage. Fine. But ChatGPT itself isn't a stable target to track, which is the part most comparison posts skip.
Around the GPT-5.3 rollout on March 4, 2026, the average number of citations per ChatGPT web-search response dropped from about 6.4 the week before to roughly 4.7-4.9 by late March, and it never bounced back. That's a platform-wide behavior change affecting GPT-5.3, GPT-5.4, and GPT-5-Mini at once, not a model quirk (per Promptwatch's citation-drop analysis). ChatGPT also stopped fanning out into as many sub-queries per response, and the average query length it uses for those fanouts collapsed from around 117 characters in early December to roughly 53 characters by April, which is less than half (per Promptwatch's query fanout data). ChatGPT now searches more like someone typing keywords into a search box than someone asking a full question.
Why does this matter for the Otterly/Peec/Profound decision? Because if you compare "citations for our brand" between two tools running on different weeks, you might be measuring OpenAI's retrieval tuning, not your own visibility gain or loss. One agency source cited in our research notes puts month-over-month drift for a single prompt-brand pair at 40-60% purely from the probabilistic nature of LLM retrieval. A tool that only gives you a snapshot is basically useless here. You need continuous daily tracking with trend lines, which all three vendors technically offer, but at very different response volumes per plan.
The three platforms, side by side
| Otterly.AI | Peec AI | Profound | |
|---|---|---|---|
| Entry price | $29/mo (Lite) | ~€70-82/mo (Starter, post-Aug 2026 restructure) | $99/mo (Starter, billed yearly) |
| ChatGPT included at entry? | Yes, base engine | Yes, but it's 1 of only 3 slots you get to pick | Yes, but it's the only engine on Starter |
| Realistic multi-engine entry price | ~$76/mo once you add AI Mode + Gemini | Same price, engine cap doesn't lift on higher self-serve tiers | $399/mo (Growth) for 3 engines |
| Team seats | Unlimited on every tier | Unlimited on every paid tier | 1 seat on Starter, 3 on Growth |
| Sentiment scoring | Yes | Yes, and reviewers say it's their strongest module | Yes |
| Content/action layer | Crawlability check + recommendations | MCP-based natural-language querying | Profound Agents: generates AI-optimized content in brand voice |
| API / MCP | Standard tier and up | MCP on all paid plans, full API Enterprise only | Enterprise only |
| Full engine set (up to 9-11) | Behind paid add-ons | Enterprise only | Enterprise only |
A few things jump out once you sit with this table for a minute.
First, none of these vendors sell "full ChatGPT-plus-everything coverage" cheaply. They each gate it a different way: Profound gates by number of engines on the tier itself, Peec gates by a hard cap that doesn't move with price, and Otterly gates by unbundling specific engines as paid extras while keeping the base price low for marketing purposes. If you're a SaaS founder comparing headline prices across review sites, you're comparing three different pricing philosophies, not three comparable numbers.
Second, the $399/mo Profound Growth tier is, per multiple independent reviews, effectively the real entry point for the platform. The $99 Starter has no exports, no API, no Opportunities panel, and only ChatGPT. Several reviewers phrase it almost identically: "$399 is the real entry price, not $99." If you're a SaaS team evaluating Profound on a $99/mo budget, know that you're buying a single-engine trial, not a working AEO setup.
Otterly.AI: cheap on paper, add-ons change the math
Otterly's Lite plan at $29/mo covers ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot as base engines, with 15 tracked prompts and 1,000 GEO URL audits a month. That's a real, usable starting point for a solo SaaS marketer who just wants to know if ChatGPT ever mentions the product.
Where it gets less clean: Google AI Mode and Gemini are separate add-ons priced $9-$149/mo depending on your tier, and Claude is a $29-$439/mo add-on. Add all three to a Lite plan and you're at roughly $76/mo, not $29. On Premium, the same math pushes you past $1,200/mo, which is actually above Otterly's own advertised "Enterprise starts at $1,000/mo" line. Worth checking the live pricing page before you budget around the headline number.
What Otterly does well for a SaaS team: unlimited seats on every plan starting at $29, and it shipped ChatGPT-specific ads and shopping-card tracking on June 23, 2026, which matters if your product shows up in transactional prompts. It also pairs AI crawler-visit tracking with a crawlability check, giving fast feedback on whether a robots.txt fix actually got picked up.
Otterly.AI
Peec AI: the mid-market pick, but check the engine cap
Peec restructured its pricing on August 14, 2026, moving to EUR-denominated, geo-priced annual billing. Current self-serve tiers are roughly Starter €70/mo, Pro €180/mo, and Advanced €360/mo (billed annually; monthly billing runs about 15% higher). If you're still seeing "$95/mo" quoted anywhere, that's the pre-restructure number and it's stale.
The part that actually matters for a ChatGPT-coverage decision: every self-serve tier, including the €360/mo Advanced plan, lets you track only 3 of the 6-7 engines Peec supports. Paying more buys you more prompts, projects, and reporting depth, not more engines. Adding a 4th engine is a separate line item: roughly €25/mo on Starter, €55/mo on Pro, €115/mo on Advanced per extra model. Claude Sonnet, GPT-5 Search, DeepSeek, Qwen, and Mistral are Enterprise-only via API.
What Peec does that neither of the others matches as cleanly: sentiment scoring on a 0-100 scale based on positive vs. critical language detected in mentions, and MCP access baked into every paid tier so you can query your visibility data in natural language. It also gives unlimited seats on every paid tier, which is a real advantage over Profound's per-seat structure. Peec's own customer roster (Chanel, Wix, HomeToGo, n8n, Attio) skews toward exactly the growth-stage SaaS and consumer-brand profile the question in this guide is aimed at.
Profound: the deepest data, the steepest price
Profound is the funding and enterprise-adoption leader in this category by a wide margin: $155M raised, a $1B valuation after its February 2026 Series C, roughly 10% of the Fortune 500 using it, and customers like Target, Walmart, MongoDB, and Figma. That scale buys real product depth: Agent Analytics tracks AI crawler visits and closes the loop with human referral clicks from ChatGPT and Perplexity answers, distinguishing "crawled" from "cited" from "actually got a visitor." Conversation Explorer estimates conversation volume on LLMs for a given topic, something reviewers note has no true equivalent among the monitoring-only tools.
But the pricing structure is genuinely awkward for a SaaS team that isn't enterprise-sized yet. Starter is $99/mo billed yearly, tracks ChatGPT only, gives 1 seat, and has no export or API. Growth at $399/mo (billed yearly) adds Perplexity and Google AI Overviews for 3 engines total, 3 seats, and CSV/JSON export. Full multi-engine coverage, up to 9-11 engines including Gemini, Claude, Copilot, Grok, and DeepSeek, along with SOC 2 Type II and SSO, is Enterprise-only, and multiple independent estimates put real-world Enterprise contracts at $2,000-$5,000+/mo, or $30,000-$100,000+ a year. Some reviewers also flag platform stability issues from late 2025 G2 reviews (15-second load times, a buggy Watched URL tab), which is worth a live demo check before signing anything long-term.
Profound
What none of these three actually do
Here's the pattern that shows up across almost every independent review in this category: Otterly, Peec, and Profound (outside its Enterprise Agents feature) are monitoring tools. They tell you your brand showed up, or didn't, in a ChatGPT response. What they mostly don't do is fix the gap for you. Profound's Agents feature is the exception, and even reviewers who like it call it "basic," generating around 3-6 articles a month on the Growth tier.
This is where tools like Promptwatch sit in a different category. Rather than stopping at "were we mentioned," it layers crawler logs (so you can see exactly what ChatGPTBot or PerplexityBot actually read on your site and whether it hit errors), citation analytics that show which specific pages and Reddit or YouTube posts get cited, and visitor analytics that tie AI traffic to real conversions. Then Content Agents plan, write, and publish GEO-optimized content straight to Webflow, Framer, or WordPress on a schedule, with a review inbox if you want a human in the loop. Unified Actions turns all of that into a prioritized to-do list instead of another dashboard you check once and forget.
For SaaS teams specifically, this matters more than it sounds. If Peec tells you ChatGPT mentioned three competitors but not you, that's useful. Knowing which of your pages ChatGPTBot actually crawled last week, whether it hit a 404, and getting a content brief generated and pushed to your CMS to close the gap, that's a different level of usefulness entirely.
Which one should a SaaS team actually pick
If you're a solo founder or a two-person marketing team just trying to establish a baseline, Otterly's $29/mo Lite plan is the cheapest legitimate entry point, as long as you budget for the AI Mode/Gemini/Claude add-ons if you need them.
If you're a growth-stage SaaS company with a marketer who'll act on sentiment and citation data weekly, Peec AI's Starter or Pro tier is the better fit, provided 3 engines covers what you actually need. Most B2B SaaS buyers researching software still lean heavily on ChatGPT and Perplexity, so the 3-engine cap isn't necessarily a dealbreaker.
If you're mid-market or enterprise with a dedicated AEO budget and you need agent-traffic attribution and content generation bundled in, Profound's Growth tier ($399/mo) is worth the jump past Starter, and Enterprise is worth a quote if you're past $1M ARR and AI-driven pipeline is measurable.
And if the actual goal is closing the gap once you find it, not just watching the gap on a dashboard, it's worth putting Promptwatch on your shortlist alongside whichever of these three you pick for pure monitoring. For a wider view of the category, the GEO software directory at bestgeosoftware.com and the AI rank tracking listings at ai-rank-tools.com are decent places to keep tabs on new entrants, since this market is still adding vendors every few months.