# Re:Vault

> AI-native revenue agency by subscription for B2B companies. Agents run ads, posts, comments, outreach and replies on one buyer list every day, and each next touch is chosen by what the buyer just did. Run it yourself in the workspace from $199 a month, or hand it to the team from $2,000 a month; a person keeps the judgment on price, terms and anything unusual.

## Markdown versions

Every page here is also served as clean markdown, same content, a fraction of the bytes. Three ways to get it:

- Append `.md` to the address: https://re-vault.io/index.md, https://re-vault.io/playbooks.md
- Read `<link rel="alternate" type="text/markdown">` in the page head
- Read the `Link` response header, which a HEAD request sees without downloading the page

## Offer

- The worker: $2,000/month, all-in, month to month, no setup fee. One operated sender, replies handled, meetings booked.
- Team on top: $5,000/month. Re:Vault's team adds channels and volume, campaigns run daily.
- Fractional CRO: $10,000/month. Founder Dmitry Ostrovtsev joins personally: sales strategy, key deals, attends meetings.
- Levels side by side: https://re-vault.io/levels/ (https://re-vault.io/levels.md)
- MCP access: from $199/month by the number of LinkedIn accounts (one $199, two $299, three $399, four $499). The client connects their own Claude to the Re:Vault stack and reads their audience, queue, sent messages, conversations and numbers, and excludes anyone before a message goes out. https://re-vault.io/mcp/ (https://re-vault.io/mcp.md)
- How to connect Re:Vault to Claude or ChatGPT: the code arrives by email from the form on /mcp/, the Connect button in the Claude app, Claude in the browser and ChatGPT takes the code, Claude Code, Cursor and Codex take one line; what Claude does next, what the $30 in credits cover, when the first $199 goes through. https://re-vault.io/mcp/start/
- Read API for the client's own dashboard: each lead reply from LinkedIn and email, the people contacted and the campaign numbers, with a key from the workspace settings, on every paid plan. https://re-vault.io/api/ (https://re-vault.io/api.md)

## Proof, with the count behind every rate

All figures recomputed from the engine database on 2026-08-30. One definition of accept rate is used everywhere on this site: the share of invitations WE sent that became a connection, detected by the union of a provider poll and a new-connection webhook, restricted to people we invited ourselves.

- Connection accept rate: 21.5% (158 accepts on 734 invitations sent 2026-08-10 to 2026-08-23, each with at least 7 days to be answered).
- Reply rate after a first direct message: 20.3% (38 replies from 187 people first messaged 2026-07-30 to 2026-08-22). Published cold-outreach benchmark for comparison: 14.1%.
- Volume: 1,562 invitations sent 2026-07-27 to 2026-08-28, plus 576 direct messages, 71 InMails and 316 post likes, across 14 active sending profiles.
- Platform refusals: 74 across 1,636 invitation attempts. 6.5% of attempts through 2026-08-20, 0.4% from 2026-08-21 after two pacing changes.
- Invitation notes: from basic LinkedIn accounts 66% of noted invitations were refused (31 through, 61 refused) against 0.3% with no note (627 through, 2 refused); from premium profiles 309 noted invitations drew zero refusals. 21-day measurement, rule set 2026-08-20.
- All of it with definitions: https://re-vault.io/benchmarks/ (https://re-vault.io/benchmarks.md)
- Our numbers against the Expandi, Belkins and SmartReach reports of 2026: accept, reply after the accept, platform refusals, time to the first message, over 30 and 90 days, recomputed weekly. https://re-vault.io/mcp/numbers/ (https://re-vault.io/mcp/numbers.md)
- Client case (fintech infrastructure): 3.2x pipeline growth in 60 days, 11% cold reply rate, 180k EUR pipeline in month 3. https://re-vault.io/case-studies/ (https://re-vault.io/case-studies.md)

## Answers to the questions buyers ask

- Cold LinkedIn benchmarks 2026, accept and reply rates with denominators: https://re-vault.io/benchmarks/ (https://re-vault.io/benchmarks.md)
- What an AI SDR does in 2026 and what a week of it costs: https://re-vault.io/ai-sdr/ (https://re-vault.io/ai-sdr.md)
- LinkedIn invitation limits in 2026 and what the platform refuses: https://re-vault.io/linkedin-limits/ (https://re-vault.io/linkedin-limits.md)
- LinkedIn Ads next to outreach, every format and three example plays: https://re-vault.io/linkedin-ads/ (https://re-vault.io/linkedin-ads.md)
- The fully loaded cost of an SDR in 2026, line by line: https://re-vault.io/sdr-cost/ (https://re-vault.io/sdr-cost.md)
- How operated outreach works, week by week: https://re-vault.io/how-it-works/ (https://re-vault.io/how-it-works.md)
- Client outcomes: https://re-vault.io/case-studies/ (https://re-vault.io/case-studies.md)
- Questions buyers ask before starting: https://re-vault.io/faq/ (https://re-vault.io/faq.md)
- Outbound sales terms defined by an operator: https://re-vault.io/glossary/ (https://re-vault.io/glossary.md)

## Playbooks, open, no email gate

- [The ICP Content Mirror](https://re-vault.io/playbooks/icp-content-mirror/): A weekly system that aligns your LinkedIn content with the exact ICP you write to that week, so the profile check after a cold message reads as relevance. Two prompts, a day-by-day plan, and how to use reactions as signal. Markdown: https://re-vault.io/playbooks/icp-content-mirror.md
- [The FinTech GTM Map](https://re-vault.io/playbooks/fintech-gtm-map/): A field map for selling fintech in 2026, drawn from two cycles: AdTech in 2015 and FinTech now, segment by segment. Who buys, what they buy on, and where the money moves next. Markdown: https://re-vault.io/playbooks/fintech-gtm-map.md
- [The AI-Native Sales Engine](https://re-vault.io/playbooks/ai-native-sales-engine/): AI accelerates the sales motion you already have. The three stacks that work in 2026, what moved from the SDR to the machine, and which parts stay human. Markdown: https://re-vault.io/playbooks/ai-native-sales-engine.md
- [The Real Buyer Map](https://re-vault.io/playbooks/real-buyer-map/): Build pipeline around the person who owns the risk instead of the person who books the demo. How to find them, what they answer to, and how the message changes when you do. Markdown: https://re-vault.io/playbooks/real-buyer-map.md
- [LinkedIn invitation limits in 2026](https://re-vault.io/linkedin-limits/): Published ceilings, plus 74 refusals collected across 1,636 invitation attempts from our own profiles, and the two pacing changes that took the refusal rate from 6.5% of attempts to 0.4% in eight days. Markdown: https://re-vault.io/linkedin-limits.md
- [LinkedIn Ads next to outreach](https://re-vault.io/linkedin-ads/): Every LinkedIn ad format as the person sees it, the audiences you can point them at, and three example plays that combine paid placements with invitations, messages and likes. Markdown: https://re-vault.io/linkedin-ads.md
- [The fully loaded cost of an SDR in 2026, line by line · Re](https://re-vault.io/sdr-cost/): A six-line worksheet for the real cost of one SDR seat: compensation, employer load, tools, ramp, management time and tenure. Worked example lands at $110,000 to $145,000 a year, or $9,000 to $12,000 a month. Markdown: https://re-vault.io/sdr-cost.md
- All playbooks: https://re-vault.io/playbooks/ (https://re-vault.io/playbooks.md)

## Feeds and whole-site text

- Blog RSS: https://re-vault.io/blog/rss.xml
- Every page and every article as one plain-text file: https://re-vault.io/llms-full.txt
- Sitemap with a last-modified date per address: https://re-vault.io/sitemap.xml

## Legal

- About: https://re-vault.io/about/ (https://re-vault.io/about.md)
- Privacy Policy: https://re-vault.io/privacy/ (https://re-vault.io/privacy.md)
- Terms of Service: https://re-vault.io/terms/ (https://re-vault.io/terms.md)
- Refund Policy: https://re-vault.io/refund/ (https://re-vault.io/refund.md)

## Writing (updated three times a week)

- Index: https://re-vault.io/blog/ · RSS: https://re-vault.io/blog/rss.xml
- [SEC Form D as a prospecting source, measured](https://re-vault.io/blog/form-d-filings-prospecting/): A week of SEC Form D filings counted: 577 filings, 245 operating companies, 1,683 named officers, and a 13-day median gap between the money and the paperwork. Markdown: https://re-vault.io/blog/form-d-filings-prospecting/index.md
- [Why the second follow-up outperforms the fifth](https://re-vault.io/blog/second-follow-up-beats-the-fifth/): Reply rates by touch across 1,331 cold threads: 12.0% on the first message, 5.2% on the first follow-up, 5.7% on the second, and two replies across 89 later attempts. Markdown: https://re-vault.io/blog/second-follow-up-beats-the-fifth/index.md
- [Connect LinkedIn to ChatGPT or Claude for prospecting](https://re-vault.io/blog/connect-linkedin-to-chatgpt-or-claude/): What it takes to let your own model work a LinkedIn pipeline, measured on our door: 80 keys, 924 tool calls, 186 ms for a data read, and one step that runs on a two-day clock. Markdown: https://re-vault.io/blog/connect-linkedin-to-chatgpt-or-claude/index.md
- [Cost per meeting from LinkedIn outreach: our numbers](https://re-vault.io/blog/cost-per-meeting-linkedin-outreach/): What a cold LinkedIn meeting costs on our own pipeline: 4 110 invitations, 1 044 accepts, 267 first replies, 19 qualified conversations, and the arithmetic between them. Markdown: https://re-vault.io/blog/cost-per-meeting-linkedin-outreach/index.md
- [AI SDR alternatives for founder-led sales: four routes](https://re-vault.io/blog/ai-sdr-alternatives-founder-led-sales/): Four ways to run outbound before your first sales hire, priced and measured on our own pipeline: 1 632 invitations, 27.3% accepts, 192 self-run keys, one month. Markdown: https://re-vault.io/blog/ai-sdr-alternatives-founder-led-sales/index.md
- [Fractional CRO with an AI outbound engine: what you actually get](https://re-vault.io/blog/fractional-cro-outbound-engine/): An inventory of thirty days of operated outbound: 1 563 invitations, 59 026 text checks, 282 logged decisions, and the 19 of them a person made. Markdown: https://re-vault.io/blog/fractional-cro-outbound-engine/index.md
- [LinkedIn outreach from Claude via MCP: setup in 10 minutes](https://re-vault.io/blog/linkedin-outreach-from-claude-mcp/): What the first ten minutes with a pipeline key actually look like. 31 keys, 882 tool calls, a median of 24 seconds to the first call, and the one step that takes a day. Markdown: https://re-vault.io/blog/linkedin-outreach-from-claude-mcp/index.md
- [Managed AI SDR pricing in 2026: what the fee covers](https://re-vault.io/blog/managed-ai-sdr-pricing/): Five pricing structures you will meet this year, and the numbers from 30 days of our own pipeline to put against each one: volume per identity, data, email and the human load. Markdown: https://re-vault.io/blog/managed-ai-sdr-pricing/index.md
- [AI SDR, agency or a hire: the cost per meeting](https://re-vault.io/blog/ai-sdr-agency-hire-cost-per-meeting/): Cost per meeting is a fraction, and the denominator decides it. Numbers from a live pipeline on what one sending identity produces, priced against all three routes. Markdown: https://re-vault.io/blog/ai-sdr-agency-hire-cost-per-meeting/index.md
- [MCP for revenue teams: read access to your own pipeline](https://re-vault.io/blog/mcp-read-access-pipeline/): What happens when you point your own model at a live outbound pipeline. 777 tool calls over five weeks, the read and write split, the caps, and what the logs say. Markdown: https://re-vault.io/blog/mcp-read-access-pipeline/index.md
- [A/B testing outbound copy when the sample is small](https://re-vault.io/blog/ab-testing-small-samples/): Four weeks, three copy variants, 871 first messages. What a small outbound sample settles, what it leaves open, and the assignment key that decides both. Markdown: https://re-vault.io/blog/ab-testing-small-samples/index.md
- [Reply handling: classes, SLA, and what a human still owns](https://re-vault.io/blog/reply-handling-system/): How we triage 720 inbound messages, which reply classes survive counting, the clock that replaced approvals, and the decisions a person keeps for themselves. Markdown: https://re-vault.io/blog/reply-handling-system/index.md
- [Sales Navigator, Apollo and job boards: which answers what](https://re-vault.io/blog/outbound-data-sources/): Four outbound data sources measured on 6,320 sourced people and 2,628 invitations, with the one question each of them answers well and the price of asking the wrong one. Markdown: https://re-vault.io/blog/outbound-data-sources/index.md
- [Outbound exclusion lists: what goes on them, and why](https://re-vault.io/blog/outbound-exclusion-list/): Four sources for a do-not-contact list, measured across 543 listed companies and 707 rejected candidates, plus the one empty field that quietly defeats the whole check. Markdown: https://re-vault.io/blog/outbound-exclusion-list/index.md
- [Founder-led outbound: what only your own profile can do](https://re-vault.io/blog/founder-led-outbound/): Numbers from 2,338 cold invitations sent across founder, employee and rented LinkedIn profiles, showing which parts of founder-led outbound actually pay. Markdown: https://re-vault.io/blog/founder-led-outbound/index.md
- [Warming up a new LinkedIn sending profile, day by day](https://re-vault.io/blog/warmup-new-sending-profile/): The ramp we run on every new sending profile, with acceptance, refusal and pacing numbers measured across sixteen profiles between July and September 2026. Markdown: https://re-vault.io/blog/warmup-new-sending-profile/index.md
- [Personalization that survives contact: one checkable fact](https://re-vault.io/blog/personalization-checkable-fact/): We sourced 4,887 people in ten weeks and measured how old the personalized fact was when it landed. Median four days. Here is what ages well and what turns into an apology. Markdown: https://re-vault.io/blog/personalization-checkable-fact/index.md
- [Hiring signals: reading a company's own job board](https://re-vault.io/blog/hiring-signals-job-boards/): We scanned a few hundred company domains over six weeks. Board coverage ran from 54% to zero depending on the slice. What an open role is worth as a sales signal, and how to check it. Markdown: https://re-vault.io/blog/hiring-signals-job-boards/index.md
- [How to read an outbound weekly report without fooling yourself](https://re-vault.io/blog/weekly-outbound-report/): Six weeks of our own numbers. One week reads 8.7% or 1.8% depending on the denominator you pick. Seven checks to run before you trust a Friday outbound report. Markdown: https://re-vault.io/blog/weekly-outbound-report/index.md
- [The five steps of outbound, and which one an agent closes](https://re-vault.io/blog/five-steps-of-outbound/): Outbound splits into five steps. Across 3,476 sourced people and 1,495 invitations in five weeks, a model closed one of them end to end. Here is the split, with numbers. Markdown: https://re-vault.io/blog/five-steps-of-outbound/index.md

## LinkedIn outreach by industry

- All industries, with the counting method: https://re-vault.io/linkedin-outreach/ (https://re-vault.io/linkedin-outreach.md)
- [LinkedIn outreach for fintech and payments companies](https://re-vault.io/linkedin-outreach/fintech-payments/): How fintech and payments companies reach CFOs and heads of payments on LinkedIn: buyer titles, signals, an example first message and a measured count of decision makers in five countries. Markdown: https://re-vault.io/linkedin-outreach/fintech-payments.md
- [LinkedIn outreach for B2B SaaS companies](https://re-vault.io/linkedin-outreach/b2b-saas/): LinkedIn outreach for B2B SaaS: the revenue and operations titles that buy software, signals worth a message, an example first touch and a measured count of buyers in five countries. Markdown: https://re-vault.io/linkedin-outreach/b2b-saas.md
- [LinkedIn outreach for IT outsourcing and nearshore development firms](https://re-vault.io/linkedin-outreach/it-outsourcing/): How IT outsourcing and nearshore firms win engineering leaders on LinkedIn: buyer titles, hiring and roadmap signals, an example message and a measured count of CTOs in five markets. Markdown: https://re-vault.io/linkedin-outreach/it-outsourcing.md
- [LinkedIn outreach for BPO and shared services providers](https://re-vault.io/linkedin-outreach/bpo-shared-services/): LinkedIn outreach for BPO and shared services: the operations and customer service leaders who buy, the signals that start talks, an example message and a measured count of buyers. Markdown: https://re-vault.io/linkedin-outreach/bpo-shared-services.md
- [LinkedIn outreach for marketing and creative agencies](https://re-vault.io/linkedin-outreach/marketing-agencies/): How marketing, creative and production agencies win brand clients on LinkedIn: CMO and brand titles, campaign signals, an example message and a measured count of buyers. Markdown: https://re-vault.io/linkedin-outreach/marketing-agencies.md
- [LinkedIn outreach for martech and influencer marketing platforms](https://re-vault.io/linkedin-outreach/martech/): LinkedIn outreach for martech and influencer platforms: the social, influencer and performance leads who buy, signals, an example message and a measured count of buyers. Markdown: https://re-vault.io/linkedin-outreach/martech.md
- [LinkedIn outreach for flex workspace and workplace companies](https://re-vault.io/linkedin-outreach/flex-workspace/): How flex workspace and workplace companies reach heads of workplace and real estate on LinkedIn: titles, office signals, an example message and a measured count of buyers. Markdown: https://re-vault.io/linkedin-outreach/flex-workspace.md
- [LinkedIn outreach for logistics, 3PL and freight companies](https://re-vault.io/linkedin-outreach/logistics/): LinkedIn outreach for logistics and 3PL providers: the supply chain and logistics leaders at shippers who buy, the signals that open talks, an example message and a measured buyer count. Markdown: https://re-vault.io/linkedin-outreach/logistics.md
- [LinkedIn outreach for cybersecurity companies](https://re-vault.io/linkedin-outreach/cybersecurity/): How cybersecurity vendors reach CISOs and security leaders on LinkedIn: titles, compliance and breach signals, an example message and a measured count of buyers in five countries. Markdown: https://re-vault.io/linkedin-outreach/cybersecurity.md
- [LinkedIn outreach for HR tech companies](https://re-vault.io/linkedin-outreach/hr-tech/): LinkedIn outreach for HR tech: the people, total rewards and people operations leaders who buy, signals worth a message, an example first touch and a measured count of buyers. Markdown: https://re-vault.io/linkedin-outreach/hr-tech.md
- [LinkedIn outreach for recruitment and executive search firms](https://re-vault.io/linkedin-outreach/recruiting/): How recruitment agencies and search firms win new clients on LinkedIn: talent leaders who buy, hiring signals, an example message and a measured count of buyers at growing companies. Markdown: https://re-vault.io/linkedin-outreach/recruiting.md
- [LinkedIn outreach for industrial manufacturers](https://re-vault.io/linkedin-outreach/manufacturing/): LinkedIn outreach for industrial manufacturers: procurement and purchasing titles at buyers, sourcing signals, an example message and a measured count of decision makers in five countries. Markdown: https://re-vault.io/linkedin-outreach/manufacturing.md
- [LinkedIn outreach for furniture and interior manufacturers](https://re-vault.io/linkedin-outreach/furniture-manufacturers/): How furniture and interior manufacturers reach architects, designers and contract buyers on LinkedIn: titles, project signals, an example message and a measured count of buyers. Markdown: https://re-vault.io/linkedin-outreach/furniture-manufacturers.md
- [LinkedIn outreach for D2C brands selling wholesale](https://re-vault.io/linkedin-outreach/d2c-brands/): LinkedIn outreach for D2C brands moving into retail and wholesale: buyer and category titles, retail signals, an example message and a measured count of retail buyers. Markdown: https://re-vault.io/linkedin-outreach/d2c-brands.md
- [LinkedIn outreach for consulting and B2B services firms](https://re-vault.io/linkedin-outreach/consulting/): How consulting and B2B services firms win clients on LinkedIn: founder and operator titles, growth signals, an example message, our own sending figures and a measured buyer count. Markdown: https://re-vault.io/linkedin-outreach/consulting.md
- [LinkedIn outreach for fractional executives and independent advisors](https://re-vault.io/linkedin-outreach/fractional-executives/): LinkedIn outreach for fractional CROs, CFOs, CMOs and advisors: founder titles at small companies, signals, an example message and a measured count of founders in five countries. Markdown: https://re-vault.io/linkedin-outreach/fractional-executives.md
- [LinkedIn outreach for crypto and web3 infrastructure companies](https://re-vault.io/linkedin-outreach/crypto-web3/): How crypto and web3 infrastructure companies reach compliance, treasury and technology leaders on LinkedIn: titles, regulatory signals, an example message and a measured buyer count. Markdown: https://re-vault.io/linkedin-outreach/crypto-web3.md
- [LinkedIn outreach for AI startups selling to enterprises](https://re-vault.io/linkedin-outreach/ai-startups/): LinkedIn outreach for AI startups: the AI, data and digital leaders at large companies who buy, signals, an example message and a measured count of buyers in five countries. Markdown: https://re-vault.io/linkedin-outreach/ai-startups.md
- [LinkedIn outreach for energy, solar and cleantech companies](https://re-vault.io/linkedin-outreach/energy-cleantech/): How energy, solar and cleantech companies reach energy and sustainability managers on LinkedIn: titles, site signals, an example message and a measured count of commercial buyers. Markdown: https://re-vault.io/linkedin-outreach/energy-cleantech.md
- [LinkedIn outreach for legal tech companies](https://re-vault.io/linkedin-outreach/legaltech/): LinkedIn outreach for legal tech: general counsel, legal operations and practice managers who buy, signals, an example message and a measured count of legal buyers in five countries. Markdown: https://re-vault.io/linkedin-outreach/legaltech.md
- [LinkedIn outreach for corporate learning and B2B edtech companies](https://re-vault.io/linkedin-outreach/edtech/): How corporate learning and B2B edtech companies reach learning and development leaders on LinkedIn: titles, training signals, an example message and a measured count of buyers. Markdown: https://re-vault.io/linkedin-outreach/edtech.md
- [LinkedIn outreach for healthtech companies selling to providers](https://re-vault.io/linkedin-outreach/healthtech/): LinkedIn outreach for healthtech: the medical, nursing, information and digital health leaders at providers who buy, signals, an example message and a measured buyer count. Markdown: https://re-vault.io/linkedin-outreach/healthtech.md

## Contact

- Site: https://re-vault.io/
- Book a 30-minute call: https://cal.com/dmitry.o/re-vault-gtm
- Email: dmitry@re-vault.io
- Founder: Dmitry Ostrovtsev, Barcelona (https://www.linkedin.com/in/dostrovcev/)