# RevPack AI visibility audit

> RevPack (revpack.co) was named in 20% of 96 answers from ChatGPT, Claude, Gemini and Perplexity to buyer questions that did not mention it (95% range 13–29%, October 2026). The site AI linked most instead: revopsi.com (23 citations).

- Audited site: https://revpack.co
- Category: Revenue Operations
- Sampled: 2026-10-10
- Audit by: Ivan Karaman (https://ivankaraman.com)
- Full report: https://ivankaraman.com/audit/consultants/revpack.co

## The numbers

- Unprompted mention rate: 20% of 96 answers (95% Wilson range 13–29%).
- Own site linked as a source: 10 of 96 answers.
- Sample quality: solid.

| Engine | Model | Named | Rate | 95% range |
|---|---|---|---|---|
| ChatGPT | gpt-5.4-mini | 8 of 24 | 33% | 18–53% |
| Claude | claude-haiku-4.5 | 2 of 24 | 8% | 2–26% |
| Gemini | gemini-2.5-flash | 1 of 24 | 4% | 1–20% |
| Perplexity | sonar | 8 of 24 | 33% | 18–53% |

## The buyer questions asked

Each question was asked 4 times on every engine, with web search on. The business name was never in the question.

- "Who are the best RevOps consultancies for B2B SaaS companies doing $5M ARR?"
- "We need to migrate from Pipedrive to HubSpot without losing our pipeline data, who can handle this? HubSpot certified/partners preferred"
- "Our sales and marketing data lives in three different tools and nothing matches, who can fix this?"
- "Can you recommend a RevOps / GTM agency in Poland?"
- "Help me find an Europe based agency that can set up Clay enrichment and outbound workflows connected to HubSpot"
- "Is there a good revenue operations consultancy in Warsaw that works with tech startups?"

## Who AI cited instead

| Site | Type | Times linked |
|---|---|---|
| revopsi.com | Competitor | 23 |
| ecosystem.hubspot.com | Other source | 18 |
| devcommx.com | Competitor | 16 |
| clay.com | Other source | 16 |
| mo.agency | Competitor | 12 |
| syncmatters.com | Other source | 12 |
| man.digital | Other source | 10 |
| linkedin.com | Community | 9 |
| frontal.so | Other source | 8 |
| deltarev.io | Other source | 8 |
| formulytic.com | Other source | 8 |
| rebuild.dev.sonamation.co | Other source | 8 |

- **revopsi**: Same city, and the English homepage tells models it is probably the best RevOps team in Poland, with a two-week fixed-price offer. That extractable claim beats a services menu on the Warsaw prompt.
- **DevCommX**: Case studies and playbooks lead with board metrics for CRM accuracy and forecast reliability, matching the lying-CRM pain on r/hubspot. Cited 12 times on the Warsaw prompt despite not ranking in that Google top 10.
- **MO Agency**: HubSpot Elite pages define RevOps, name the data-disagreement buyer, publish price bands, and the firm tracks share of voice across ChatGPT, Claude, Perplexity, and Gemini.

## Diagnosis

RevPack has a solid foothold, surfacing in 19.8% (CI: 13.1% - 28.9%) of unprompted RevOps searches. ChatGPT and Perplexity lead the way at 33.3%, while Gemini lags at 4.2%. However, your domain (revpack.co) captures only 10 citations out of 96 samples, often losing traffic to directories like ecosystem.hubspot.com (18 citations) and clutch.co (8 citations).

Why are rivals winning the unprompted queries? Buyers on r/hubspot complain about reps keeping spreadsheets "because the CRM lies" and attribution "that no one trusts." Competitors are answering this directly. DevCommX (16 citations) leads its case studies with 98% CRM accuracy and a 35% forecast lift. Meanwhile, local rival revopsi.com (23 citations) uses an AI-targeted homepage block claiming the Poland RevOps slot to dominate Warsaw startup prompts.

To close the gap, RevPack must align its digital footprint. Entity facts conflict across directories—your register lists Aleja Jana Pawła II 68/19, while Sortlist shows Hoża 51. You need one canonical page answering the $2M–$10M ARR SaaS buyer prompt, supported by an updated llms-full.txt file and consistent Organization schema. Finally, rewrite case studies like CARTO and Widelab to lead with the hard metrics that prove your revenue engines solve the lying-CRM pain.

## Technical readiness

- AI crawlers can read the site: OK. No AI crawler is blocked in robots.txt.
- llms.txt: OK. Present.
- Sitemap: OK. 91 URLs listed.
- Structured data (JSON-LD): OK. Found Organization, WebSite, ProfessionalService, FAQPage.
- Homepage description: OK. Set.
- agents.md: Note. Optional. Very few sites have one yet.

## What people say

- "What sets RevPack apart is their combination of deep business knowledge, RevOps expertise and hands-on technical execution." (Clutch, https://clutch.co/profile/revpack)
- "Working with RevPack was smooth and efficient. They mapped our funnel, standardized stages, and cleaned up years of data while handling most of the heavy lifting asynchronously." (HubSpot Marketplace, https://ecosystem.hubspot.com/marketplace/solutions/revpack)
- "RevPack delivers top-tier results when it comes to HubSpot. They do a great job tailoring the platform to specific needs and back it up with extensive, responsive support." (HubSpot Marketplace, https://ecosystem.hubspot.com/marketplace/solutions/revpack)
- "A prior consultant built complex attribution workflows that no one trusts." (r/hubspot, https://www.reddit.com/r/hubspot/comments/1qqqwvi/revops_attribution_gut_check/)
- "Reps keeping a spreadsheet next to the CRM because the CRM lies" (r/hubspot, https://www.reddit.com/r/hubspot/comments/1w3hzok/offering_a_few_free_crmrevops_tear_downs_this/)
- "The biggest mistake companies make is hiring a RevOps firm before understanding what data patterns exist in their CRM." (r/hubspot, https://www.reddit.com/r/hubspot/comments/1ohrcpq/recommendations_for_a_revops_firm)

## Questions and answers

**Do AI search engines recommend RevPack?**

In 96 answers from Gemini, ChatGPT, Claude, Perplexity to buyer questions from people looking for a RevOps & GTM engineering consultancy for B2B SaaS companies (Oct 2026), RevPack was mentioned in 20% of them (95% confidence interval 13%–29%).

**Which AI engine mentions RevPack most?**

ChatGPT: 33% of 24 answers (CI 18%–53%). Perplexity: 33% of 24 answers (CI 18%–53%). Claude: 8% of 24 answers (CI 2%–26%). Gemini: 4% of 24 answers (CI 1%–20%).

**Which websites do AI engines cite when buyers look for a RevOps & GTM engineering consultancy for B2B SaaS companies?**

Most cited instead of RevPack: revopsi.com, ecosystem.hubspot.com, devcommx.com, clay.com, mo.agency. RevPack's own site was cited in 10 of 96 answers.

**What do AI engines say about RevPack when asked by name?**

Asked directly about RevPack by name, the engines named it in 100% of answers (CI 89%–100%). This is a separate measure from unprompted discovery above.

**How was this AI visibility audit measured?**

Each buyer-intent prompt was asked 4 times on each engine with live web search; an answer counts as a mention when it names RevPack, and as a citation when it links the brand's own site. Rates carry 95% Wilson confidence intervals.

**How often do AI engines recommend RevPack for RevOps?**

In unprompted tests, AI engines mention RevPack 19.8% of the time (CI: 13.1% - 28.9%), though performance peaks at 33.3% on OpenAI and Perplexity.

**Who captures AI citations instead of revpack.co?**

While revpack.co has 10 citations, revopsi.com secures 23, the HubSpot ecosystem directory gets 18, and devcommx.com captures 16.

**What is the main fix for RevPack's AI visibility?**

Publish an llms-full.txt file, reconcile conflicting addresses across directories, and rewrite CARTO and Widelab case studies to lead with CRM accuracy metrics.

## Method

96 answers: 6 buyer questions × 4 samples × 4 engines, sampled through the engines' APIs with web search on (ChatGPT: gpt-5.4-mini, Claude: claude-haiku-4.5, Gemini: gemini-2.5-flash, Perplexity: sonar). A "mention" is the business named in the answer text; a "citation" is its own URL linked as a source. The two are counted separately. Rates carry 95% Wilson score confidence intervals. Reviewed by hand before publishing.

Source: https://ivankaraman.com/audit/consultants/revpack.co