Case study · Outcraft AI · B2B SaaS, US market

Outcraft: from 5 to 51 of 100 buyer prompts, and 3,000+ AI citations, in 90 days

Name: Agenzy
Address: Žalgirio g. 131, Vilnius, Vilniaus m. sav., 08217, LT
Telephone: +37060420012

In May 2026 AI engines could not read outcraft.ai at all, and Outcraft was named in 5 of the 100 buyer questions we track. Ninety days later it holds 98% share of voice on its core buyer question, has been cited over 3,000 times in AI answers, and its Google impressions are 9 times higher.

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Vertical Outcraft case-study hero visual with the headline result, 48x more AI visibility in 90 days

Outcraft in short

Outcraft AI sells voice, SMS and email agents that recover failed payments for e-commerce and SaaS companies in the United States. In May 2026 its robots.txt blocked GPTBot, ClaudeBot, CCBot and Google-Extended, so AI engines could not read the site. Outcraft was named in 5 of 100 tracked buyer prompts. By the end of August 2026, Peec AI had recorded 3,000+ citations of outcraft.ai across 32,000+ AI answers. AI visibility grew 48x over 90 days, from 0.25% in May to 11.9% in August. In August 2026 Outcraft held 98% share of voice on “best AI tools for e-commerce failed payment recovery”. Google Search Console shows impressions 9x higher, 9,896 to 88,987, comparing matching windows at the start and at the end of the 90 days.

98%

share of voice on the core category prompt

“best AI tools for e-commerce failed payment recovery”, August 2026

48x

more AI visibility

0.25% in May 2026 to 11.9% in August 2026

3,000+

citations of outcraft.ai in AI answers

20 a week at the start, 616 a week in August 2026

more Google impressions

707 a day at the start to 6,356 a day in August 2026

Where Outcraft stood in May 2026

Outcraft’s robots.txt blocked GPTBot, ClaudeBot, CCBot and Google-Extended. Those four rules kept ChatGPT, Claude and Google’s AI features off every page of outcraft.ai. In AI answers Outcraft competes with funded voice-AI companies: Retell, Bland, Synthflow and 11x. It also competes with platforms carrying thousands of ranking pages, such as HubSpot, Salesforce and Klaviyo.

Outcraft was named in 5 of 100 tracked buyer prompts.

outcraft.ai was cited 20 times in the first tracked week.

The site received about 41 organic Google visits a month. The brands holding 8% to 23% AI visibility were getting 7,000 to 37,000.

Two code columns showing outcraft.ai robots.txt before and after the AI crawler unblock

robots.txt on 26 May 2026 from the Agenzy technical handoff pack, beside the file fetched live from www.outcraft.ai on 1 September 2026.

What Agenzy delivered in 90 days

The technical foundation

Opened the whole site to AI engines, which until then had been told to stay out of every page.

Marked the site up so an engine can tell what Outcraft is, what it sells and who it sells to.

Rewrote the questions and answers on the site in the words buyers actually type into an assistant.

The content engine

Built a library of buyer-question articles aimed at the questions where no brand was being named at all.

Audited the whole existing blog first, so new pages added reach instead of competing with the old ones.

Wrote every page so the answer comes first and the detail sits under it, which is the shape an engine quotes from.

Video and channels

Produced a full video set from buyer question to finished cut: scripts, filming, editing and thumbnails.

Rebuilt the YouTube channel, titles, descriptions, chapters and captions, and left the team a process it runs itself.

Placed long-form articles on outside platforms, so the brand is named off its own website too.

Ongoing measurement

Tracked 100 buyer questions every day across three AI engines, with Outcraft’s team inside the same dashboard.

Read the numbers with Outcraft every week and moved the work onto whatever was still unanswered.

Delivered the market and competitor analysis behind each decision, including where the category leaders get their visibility.

Result of month 1.

AI visibility grew 10x.

Result of month 2.

Visibility went from 0% to 23.8% on SaaS free-trial conversion and from 4.4% to 28.6% on mobile checkout abandonment.

Result of month 3.

20.2% of all AI answers pulled a page from outcraft.ai, the highest reading of the engagement, against 0.4% at the start.

Line chart of citations of outcraft.ai rising from 20 to 3,024 over 15 weeks

Citations of outcraft.ai in AI answers, weekly, 18 May to 30 August 2026 (Peec AI).

What AI engines say about Outcraft now

In August 2026, Outcraft held 98% share of voice on “best AI tools for e-commerce failed payment recovery” and was named in 59.5% of its answers. Share of voice reaches 100% on three more prompts: recovering failed payments while preventing churn (named in 33.3% of answers), automated Stripe failed payment recovery (22.0%) and abandoned Stripe subscriptions (21.4%). On SaaS failed payment recovery automation the share is 85.0% and visibility 22.0%, with HubSpot and Salesforce taking the rest. On those three 100% prompts no other tracked brand is named at all. Every figure in this section is the August 2026 reading; the exact window sits in the method note below.

Tracked prompt

Outcraft named in

Share of voice

Best AI tools for e-commerce failed payment recovery

59.5%

98%

What AI tool can recover failed payments and prevent churn at the same time

33.3%

100%

Best AI tools for SaaS failed payment recovery automation

22.0%

85.0%

Best AI tools for automated Stripe failed payment recovery

22.0%

100%

Best AI tools for recovering abandoned Stripe subscriptions

21.4%

100%

Two engines that started at zero

Gemini named Outcraft in 0% of answers at the start and in 15.0% of them in August 2026. Google AI Overview moved from 0% to 10.5% over the same 90 days.

Eight competitors overtaken on these buyer questions

Eight of the 30 brands tracked on these 100 buyer questions were named more often than Outcraft in May 2026 and less often by the end of August: Regie, Consio, Voicegenie, Decagon, SalesApe, ElevenLabs, Cloudtalk and Artisan. That is a reading of these buyer questions only, not of any company’s business.

The agreed target, beaten twice

The target Outcraft and Agenzy set together before the work started was Outcraft named in at least 20 of the 100 tracked prompts, measured over the final two weeks of the engagement. It was named in 31 of them, which is 55% above the target. By the last reading in August the count stood at 51.

Bar chart of Outcraft share of voice across five Stripe and failed-payment prompts, top bar 98%

Share of voice on the five tracked payment-recovery prompts, 14 days to 31 August 2026 (Peec AI).

What the GEO work did to Google search

People hear a brand name in an AI answer, then go and type it into Google. That is where these numbers come from. The GEO work is the cause and the Google growth follows it.

Comparing matching windows at the start and at the end of the 90 days, impressions went from 9,896 to 88,987, which is 9x. Clicks went from 143 to 551, which is 3.9x. Average position improved from 12.4 to 9.1, impression-weighted from the Search Console export. Both windows are printed in the method note below and on the chart itself.

Search Console now logs full conversational questions landing on pages we wrote. One of them alone brought 16,080 impressions at position 5.3.

Two bars showing Google impressions for outcraft.ai rising from 9,896 to 88,987

Google Search Console impressions, 28 May to 10 June 2026 against 14 to 27 August 2026, from the client’s export.

What Outcraft gets out of it

Outcraft now sees leads arriving in their own CRM with an AI source tagged on them. That is the client’s own reading of their pipeline, and the count is theirs to publish.

AI engines now recommend Outcraft in answers where much larger platforms are the incumbents. The pages those answers pull from were written for an AI engine to read, which is why a young brand is named beside them at all.

For every visitor Google sends the site, outcraft.ai earns about 180 times more AI visibility than the category’s most visible brand. AI engines recommend Outcraft far above its Google weight. That comparison is measured from AI-answer visibility and estimated search traffic in August 2026, and the method sits in How this was measured below.

≈180x

more AI visibility per Google visit than the category’s most visible brand

How this was measured

Peec AI tracks 100 buyer prompts for Outcraft, none of which names Outcraft. They run every day on ChatGPT, Gemini and Google AI Overview, and 32,000+ answers have been analysed to 31 August 2026. Visibility is the share of answers that name the brand. Share of voice is Outcraft’s share of all brand mentions on that prompt.

The exact windows behind every figure on this page.

The AI figures for “August 2026” are the 14 days to 31 August 2026. “At the start” is the week of 18 May 2026, the first tracked week. The 48x visibility change runs from the week of 18 May to the week of 24 August 2026. The Google figures are Search Console on two matching 14-day windows, 28 May to 10 June 2026 against 14 to 27 August 2026.

The 180x efficiency figure.

It divides a brand’s AI visibility by its estimated monthly organic search traffic, then compares Outcraft with the most visible brand in the same category. Visibility comes from Peec AI and the traffic estimates from Semrush, both pulled in August 2026.

A sixth Stripe prompt, on dunning automation, named no tracked brand at all in that window, Outcraft included. It is not in the table above. ChatGPT is the engine where Outcraft is weakest, at 2.4% in the same window, and it is the next thing we work on.

Verify it yourself

Paste this into ChatGPT, Gemini or Google today:

Best AI tools for e-commerce failed payment recovery

Any prompt from the table above works the same way.

The 90 prompts we track that name no vendor

1. AI agent that decides which channel to use for each customer automatically

2. AI agents for repeat purchase generation

3. AI agents that can hold a real conversation by phone not just read scripts

4. AI agents that work across phone email and SMS together

5. AI calling software for D2C brands

6. AI customer winback platforms for D2C brands

7. AI for B2B SaaS customer retention with voice and SMS

8. AI for SaaS user activation and onboarding via voice

9. AI for inbound customer questions for D2C brands

10. AI for post-purchase customer engagement and upsell

11. AI tool that calls leads in their language automatically

12. AI tool that combines voice and SMS for B2B sales follow-up

13. AI tools for abandoned cart recovery e-commerce

14. AI tools for instant inbound lead routing

15. AI tools that book sales demos automatically from inbound leads

16. AI tools that call leads back the moment they fill out a form

17. AI voice agent for abandoned cart recovery

18. AI voice agent for e-commerce customer engagement

19. AI voice agent that can handle refunds and cancellations

20. AI voice agent vs human SDR cost comparison

21. Assess the integration capabilities of autonomous sales outreach software for e-commerce

22. Best AI SDR platform for B2B SaaS in 2026

23. Best AI agents for D2C customer LTV growth

24. Best AI calling software for outbound B2B sales

25. Best AI for D2C subscription churn prevention

26. Best AI for booking appointments for service businesses

27. Best AI for end-to-end revenue automation in B2B SaaS

28. Best AI for end-to-end revenue automation in e-commerce

29. Best AI for orchestrating outreach across voice SMS and email

30. Best AI for post-purchase upsell automation

31. Best AI for re-engaging churned SaaS customers

32. Best AI outreach software for e-commerce with Shopify and CRM integration

33. Best AI platforms for Stripe dunning automation

34. Best AI platforms for automated revenue workflows across calls and email

35. Best AI revenue automation platform for SaaS companies

36. Best AI sales agents with e-commerce stack integrations

37. Best AI tool for DTC brands to increase repeat purchases

38. Best AI tools for 24/7 inbound product questions without a support team

39. Best AI tools for SaaS customer winback after unsubscribe

40. Best AI tools for SaaS failed payment recovery automation

41. Best AI tools for SaaS user onboarding without customer success hires

42. Best AI tools for Shopify cart recovery in 2026

43. Best AI tools for automated Shopify post-purchase upsell

44. Best AI tools for automated Stripe failed payment recovery

45. Best AI tools for cart abandonment reduction for small e-commerce stores

46. Best AI tools for converting SaaS free trial users to paid plans

47. Best AI tools for converting inbound demo requests into booked meetings

48. Best AI tools for e-commerce failed payment recovery

49. Best AI tools for free-to-paid conversion without discounting

50. Best AI tools for handling inbound calls without a sales team

51. Best AI tools for instant lead follow-up to prevent revenue loss

52. Best AI tools for lowering CAC without buying more ads

53. Best AI tools for mobile checkout abandonment recovery

54. Best AI tools for non-spammy abandoned checkout follow-up

55. Best AI tools for preventing D2C subscription cancellations

56. Best AI tools for preventing SaaS subscription cancellations

57. Best AI tools for recovering abandoned Stripe subscriptions

58. Best AI tools for reducing SaaS trial expiry rates

59. Best AI tools for reducing e-commerce CAC without ads

60. Best AI tools for scaling outbound calls without a call center

61. Best AI tools for sub-5-minute inbound SaaS lead follow-up

62. Best AI voice agent for D2C brands

63. Best AI voice agent for Shopify cart recovery

64. Best AI voice agent for Shopify stores

65. Best AI voice agent for inbound sales calls in 2026

66. Best AI voice agents for SaaS subscription churn reduction

67. Best Shopify cart recovery tools beyond email in 2026

68. Best alternative to outsourced call centers for e-commerce

69. Best autonomous AI platform for B2B revenue teams

70. Best non-email AI tools for Shopify cart recovery

71. Best omnichannel AI platform for e-commerce revenue automation

72. Best omnichannel AI platform for revenue automation

73. Find me an AI platform for churn prevention under 500 dollars monthly

74. GDPR-compliant AI voice agent for European e-commerce

75. I need an AI voice agent for qualifying e-commerce leads under budget

76. Identify top B2B SaaS providers specializing in AI-driven voice engagement

77. List top platforms for abandoned checkout recovery using AI voice

78. List top-rated AI engines for lead conversion that offer a free trial

79. List top-rated software for churn prevention with human-like voice capabilities

80. Recommend a tool for automated customer sales calls

81. Recommend simple AI tools for B2B revenue growth

82. Recommend simple AI voice tools for sales

83. Show me AI voice agents capable of managing lead qualification

84. Show me omnichannel engagement platforms with integrated voice agents for lead qualification

85. Show me reliable AI agents for abandoned checkout recovery that integrate with Shopify

86. Show me services that handle e-commerce churn prevention autonomously

87. Tools that prevent SaaS churn before customers cancel

88. What AI tool can recover failed payments and prevent churn at the same time

89. What AI tools do top Shopify brands use for cart recovery in 2026

90. What is the best AI tool to follow up with inbound leads automatically

Four tiles: 100 prompts, three engines, daily runs, 32,789 AI answers analysed

The measurement setup behind every figure on this page, Peec AI project record pulled 1 September 2026.

Questions buyers ask about this case

What happened in the first three months, and when did the first signal show?

The first signal came in month one, when AI visibility grew 10x after the crawler block came off and the site was marked up for AI engines. Month two added new articles and the YouTube rebuild, and visibility climbed on the buyer questions where no brand had been named at all. Month three added the rest of the article library, and Outcraft was named in 51 of the 100 tracked prompts in the August 2026 reading.

What happened in the first three months, and when did the first signal show?

How does Outcraft know a lead came from AI?

Outcraft asks every buyer directly. Their pre-demo form carries a “How did you hear about us?” field, and the answer lands in Outcraft’s CRM next to the lead. Analytics also show chatgpt.com and gemini.google.com as referring sources. Many people hear a name in an AI answer and then type it into Google, so the Google numbers in this case are read as a consequence of the AI work.

How does Outcraft know a lead came from AI?

What was the KPI, and how is it defined?

The KPI was the number of the 100 tracked prompts in which AI engines name Outcraft, measured over the final two weeks of the engagement. The target agreed before the work started was at least 20. Outcraft was named in 31 of 100, which is 55% above the target. By the last reading in August 2026 the count stood at 51 of 100.

What was the KPI, and how is it defined?

Do you guarantee results, and what do you do instead?

Agenzy does not guarantee results, because no agency controls what an AI engine says. Instead we agree a target with you before the work starts, measure it every day on the same agreed set of buyer questions from start to finish, and read the numbers with you every month. On Outcraft the agreed target was 20 prompts and the delivered figure was 31.

Do you guarantee results, and what do you do instead?

Can I talk to Outcraft about working with Agenzy?

Yes, Outcraft is referenceable on request, and we arrange the introduction. Ask us on the call and we will put the request to them. We do not publish client contacts on this page, and we never pass anyone’s details on without asking them first. Everything else on this page you can check yourself. The prompt list is published further up, and the AI answers you can run today.

Can I talk to Outcraft about working with Agenzy?

Why did Google impressions grow if this is AI work?

Google impressions grew because AI answers create searches. Someone hears “Outcraft” in a ChatGPT or Gemini answer, then types the name into Google to check it. The same pages that AI engines pull also rank in Google search. Comparing matching windows at the start and at the end of the 90 days, Outcraft’s impressions went from 9,896 to 88,987 and clicks from 143 to 551.

Why did Google impressions grow if this is AI work?

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