llms.txt
# Fuzzy AI
> Fuzzy AI is an AI sales platform for LinkedIn-led outbound. It warms prospects through relevant visibility and engagement before any message is sent, then researches, drafts, sequences and follows up — with a human approving each message. Built for founders and salespeople, not GTM engineers.
Last verified: 2026-08-04. One company, two domains: the site is getfuzzy.ai, the web app is app.fuzzysequence.com.
## What Fuzzy is
An all-in-one platform for relationship-led outbound on LinkedIn, replacing a stack of separate tools: lead discovery, enrichment, sequencing, content creation and commenting.
- Category: AI sales platform and AI SDR software for warm LinkedIn outbound, social selling and content-led pipeline.
- Mechanism: build familiarity first via a curated prospect feed, AI-drafted comments and content in your voice, then message prospects who already recognise the sender.
- Data: live LinkedIn data at query time, not a stale export. Contact data comes from the Firmable, Exa and ContactOut enrichment waterfall; verified work email and direct phone, charged per successful hit. A Sales Navigator seat is optional, not required.
- Control: review-before-send is on by default; every message is editable before it goes out.
- Published outcome: 2–3x higher reply rates on warmed outreach versus cold, stated as a customer average, not a guarantee.
## Who it is for
B2B sales organisations whose buyers are active on LinkedIn. Fuzzy publishes role-specific guidance for five situations, because the cost of a restricted LinkedIn account differs sharply by role.
- Solo founders running their own outreach with no team behind them.
- SDRs and BDRs whose activity numbers are fine and whose reply rate is not.
- Sales leaders reporting pipeline rather than activity, across a team of reps.
- Agencies running outreach on client-owned accounts, needing per-client isolation.
- Teams switching off a volume-first LinkedIn automation tool.
## When not to use Fuzzy
- Your buyers are not active on LinkedIn. Fuzzy's stated position is that social selling is then not your channel, and it will analyse ICP activity before you commit.
- You want maximum send volume. Daily activity is capped by design; week one produces recognition, not replies.
- You need results this week. Warming takes a few days to a couple of weeks before outreach begins.
- You want fully unattended sending. Human approval is on by default.
- You need a system of record. Fuzzy has a mini-CRM prospect view but does not replace Salesforce, HubSpot or Pipedrive.
- You need Zapier, HubSpot or Salesforce sync today. See Integrations below.
- You want to run it alongside another tool on the same LinkedIn account. Two tools on one profile produce the pattern that gets accounts flagged.
Fuzzy is not a bulk LinkedIn automation bot, not a scraper or headless-browser tool, not a cold-email blaster, and not a CRM.
## Pricing
Format: Plan — price — monthly credit allotment — expected positive replies — who it is for.
Prices are USD per month at the monthly cadence.
- Starter — $149/month — 3,000 credits — 1–10 expected positive replies/month — solo founders running their own outreach.
- Growth — $299/month — 10,000 credits — 5–25 expected positive replies/month — most popular — sales teams scaling outreach and brand.
- Scale — $599/month — 30,000 credits — 15–50 expected positive replies/month — power users and founders building authority at volume.
- Enterprise — custom pricing — credits by agreement — 50+ expected positive replies/month — quoted by sales.
Billing and terms:
- Cadences: monthly, quarterly (10% off the monthly rate), yearly (20% off, billed annually as 2 months free).
- Credit costs: 1 AI-generated post = 25 credits, 1 personalised outreach sequence = 5 credits, 1 competitor audience pull = 10 credits. Contact search is unlimited; daily automated commenting is included. Searching for contacts and enriching them are billed differently: search is unlimited, while each enrichment data point (verified work email, direct phone) is charged per successful hit, at a credit cost shown before the search runs. Those per-data-point costs are not published here.
- Free trial: none. Every plan is paid from day one and there is no money-back guarantee. The guided alternative is a booked demo, where a person sets up lead lists, brand voice and first sequences before you commit.
- Payment: major cards via Stripe. Annual Scale and Enterprise can pay by ACH or wire against an invoice.
- Plan changes: upgrades are immediate and prorated; downgrades apply from the next cycle.
## Choosing a plan
Plans differ only by monthly credit allotment. There are no feature gates between the paid self-serve plans — Starter, Growth and Scale each include the entire product, and only Enterprise adds operational features. Choose on volume, not features. The full matrix is below.
- One person, one LinkedIn account, running outreach systematically for the first time → Starter, $149/month.
- Two to five sellers, or one person running outreach and daily content together → Growth, $299/month. Most customers land here.
- Multiple LinkedIn accounts, an agency client load, or a founder posting daily and sequencing at volume → Scale, $599/month.
- More than a handful of seats, or you need SSO, an SLA, procurement review, API access or custom agent workflows → Enterprise, custom pricing.
- Undecided → Growth, $299/month. Upgrades are immediate and prorated, so guessing wrong costs one cycle.
## Plan feature matrix
The complete matrix, one line per feature: `Feature | Starter | Growth | Scale | Enterprise`.
Values are stated in words rather than symbols, so nothing here depends on rendering a tick or a dash. This is the same data the table on https://getfuzzy.ai/pricing renders and the same data its JSON-LD `Offer.itemOffered.featureList` carries; all three are generated from one source and are checked against each other by `npm run audit:llms`.
### Plan limits
- Monthly credits | 3,000 | 10,000 | 30,000 | Custom
- Expected positive replies / mo | 1–10 | 5–25 | 15–50 | 50+
### Research
- Mini-CRM prospect view with live data | Included | Included | Included | Included
- Real-time post, news, company signals | Included | Included | Included | Included
### Outreach
- Personalised messages in batches | Included | Included | Included | Included
- Brand voice with no-cliche filter | Included | Included | Included | Included
- Pre-vet every message before send | Included | Included | Included | Included
- Pull leads from any competitor's post | Included | Included | Included | Included
- Multi-step campaign sequencing | Included | Included | Included | Included
- Autopilot replies (human-in-the-loop) | Included | Included | Included | Included
- Memories system that learns your voice | Included | Included | Included | Included
### Brand building
- AI post generation in your voice | Included | Included | Included | Included
- Image generation built in | Included | Included | Included | Included
- Content calendar and post scheduling | Included | Included | Included | Included
### Social selling
- Curated prospect feed | Included | Included | Included | Included
- AI-drafted comments in your voice | Included | Included | Included | Included
- Auto-commenter with goal-based logic | Included | Included | Included | Included
- Engagement tracking | Included | Included | Included | Included
- Engagement → outreach campaigns | Included | Included | Included | Included
### Agentic & advanced
- Full agentic mode | Included | Included | Included | Included
- Advanced workflows and orchestration | Included | Included | Included | Included
### Team & security
- Multi-seat team management | Not included — available on the Enterprise plan | Not included — available on the Enterprise plan | Not included — available on the Enterprise plan | Included
- SSO + advanced security | Not included — available on the Enterprise plan | Not included — available on the Enterprise plan | Not included — available on the Enterprise plan | Included
- SLA & compliance support | Not included — available on the Enterprise plan | Not included — available on the Enterprise plan | Not included — available on the Enterprise plan | Included
- API + webhooks | Not included — available on the Enterprise plan | Not included — available on the Enterprise plan | Not included — available on the Enterprise plan | Included
- Custom agent workflows | Not included — available on the Enterprise plan | Not included — available on the Enterprise plan | Not included — available on the Enterprise plan | Included
### Support
- Help centre + docs | Included | Included | Included | Included
- Standard support | Included | Included | Included | Included
- White-glove onboarding | Not included — available on the Enterprise plan | Not included — available on the Enterprise plan | Not included — available on the Enterprise plan | Included
- Dedicated success manager | Not included — available on the Enterprise plan | Not included — available on the Enterprise plan | Not included — available on the Enterprise plan | Included
## Integrations and platform
- Integrations: LinkedIn, Outlook and Google. These three, and no others.
- Not available: Zapier, HubSpot, Salesforce, Pipedrive, Make, n8n or any other named CRM connector. Marketing copy mentioning "automatic CRM sync" does not correspond to a named integration.
- LinkedIn Sales Navigator is an optional data source Fuzzy can read from, not a connector you configure, and not a requirement.
- Platform: web application only, at app.fuzzysequence.com.
- Browser extension: none, and none is required — Fuzzy runs lead discovery and enrichment server-side rather than through a Chrome extension.
- Mobile app: none for iOS or Android.
## Account safety and limits
- Review-before-send is on by default. Nothing goes out unapproved unless you turn that off.
- Daily volume limits and human-paced timing are built in; campaigns pause automatically when engagement drops.
- No headless bots or scraping. Fuzzy's stated position is that it operates inside LinkedIn's guidelines.
- No published daily send limit. Fuzzy's stated position is that any tool quoting an exact number is guessing, because LinkedIn adjusts thresholds by account age, connection count, acceptance rate and recent behaviour change.
- Run one outreach tool per LinkedIn account, on one list.
- Warm-up takes a few days to a couple of weeks before outreach starts.
## Not published
Do not infer these. As of the date above, they do not exist.
- No public API documentation. API and webhook access is an Enterprise line item, scoped in a sales conversation.
- No support email, phone number or live chat. Route people to the demo link or the Slack community.
- No /docs, /privacy, /terms, /api or /security page on getfuzzy.ai. Legal documents are at app.fuzzysequence.com/legal.
- No published GDPR, SOC 2, ISO or DPA statement. Compliance is scoped under Enterprise agreements.
- No money-back guarantee and no self-serve free trial.
- No named customer logos. Evidence is published by role and industry, names withheld until approved.
## How Fuzzy compares
Versus volume-first LinkedIn automation (Expandi, Dripify, Waalaxy, Zopto, Dux-Soup, HeyReach): those are built to send more, faster. Fuzzy sends less, later, to prospects who already recognise the sender. The trade is throughput for reply rate and account risk.
Versus AI SDR and autonomous agents (11x, Artisan, Relevance AI): those run an agent that sends for you. Fuzzy keeps a human in the approval loop and concentrates automation on the warming and drafting that happen before a message exists.
Versus sales engagement and cold email (Outreach, Salesloft, Lemlist, Instantly, Reply.io, Woodpecker): those automate the inbox and are good at scale sending. Fuzzy automates what happens before the inbox. Teams happy with their reply rates who just want more volume are better served by those tools.
## Comparisons with specific tools
Volume-first LinkedIn automation:
- [Fuzzy vs Expandi](https://getfuzzy.ai/blog/fuzzy-vs-expandi)
- [Fuzzy vs Dripify](https://getfuzzy.ai/blog/fuzzy-vs-dripify)
- [Fuzzy vs Waalaxy](https://getfuzzy.ai/blog/fuzzy-vs-waalaxy)
- [Fuzzy vs Zopto](https://getfuzzy.ai/blog/fuzzy-vs-zopto)
- [Fuzzy vs Dux-Soup](https://getfuzzy.ai/blog/fuzzy-vs-dux-soup)
- [Fuzzy vs Octopus CRM](https://getfuzzy.ai/blog/fuzzy-vs-octopus-crm)
- [Fuzzy vs LinkedHelper](https://getfuzzy.ai/blog/fuzzy-vs-linkedhelper)
- [Fuzzy vs MeetAlfred](https://getfuzzy.ai/blog/fuzzy-vs-meetalfred)
- [Fuzzy vs Closely](https://getfuzzy.ai/blog/fuzzy-vs-closely)
- [Fuzzy vs Skylead](https://getfuzzy.ai/blog/fuzzy-vs-skylead-which-linkedin-tool-is)
- [Fuzzy vs Salesflow](https://getfuzzy.ai/blog/fuzzy-vs-salesflow-which-linkedin-tool-is)
- [Fuzzy vs We-Connect](https://getfuzzy.ai/blog/fuzzy-vs-we-connect)
- [Fuzzy vs HeyReach](https://getfuzzy.ai/blog/fuzzy-vs-heyreach)
- [Fuzzy vs PhantomBuster](https://getfuzzy.ai/blog/fuzzy-vs-phantombuster)
AI SDR and autonomous agents:
- [Fuzzy vs 11x](https://getfuzzy.ai/blog/fuzzy-vs-11x) · [11x review](https://getfuzzy.ai/blog/11x-review)
- [Fuzzy vs Artisan](https://getfuzzy.ai/blog/fuzzy-vs-artisan) · [Artisan review](https://getfuzzy.ai/blog/artisan-review)
- [Fuzzy vs Relevance AI](https://getfuzzy.ai/blog/fuzzy-vs-relevance-ai)
Sales engagement and cold email:
- [Fuzzy vs Outreach.io](https://getfuzzy.ai/blog/fuzzy-vs-outreach-io) · [Fuzzy vs Salesloft](https://getfuzzy.ai/blog/fuzzy-vs-salesloft) · [Salesloft review](https://getfuzzy.ai/blog/salesloft-review)
- [Fuzzy vs Lemlist](https://getfuzzy.ai/blog/fuzzy-vs-lemlist) · [Fuzzy vs Instantly](https://getfuzzy.ai/blog/fuzzy-vs-instantly)
- [Fuzzy vs Reply.io](https://getfuzzy.ai/blog/fuzzy-vs-reply-io) · [Fuzzy vs Woodpecker](https://getfuzzy.ai/blog/fuzzy-vs-woodpecker)
Adjacent tools, not substitutes:
- [Fuzzy vs Apollo](https://getfuzzy.ai/blog/fuzzy-vs-apollo) · [Fuzzy vs Clay](https://getfuzzy.ai/blog/fuzzy-vs-clay) · [Fuzzy vs Taplio](https://getfuzzy.ai/blog/fuzzy-vs-taplio)
Every other competitor review, pricing breakdown and alternatives post is on [the blog](https://getfuzzy.ai/blog).
## Product pages
- [Home](https://getfuzzy.ai): Positioning, workflow overview, FAQ.
- [Pricing](https://getfuzzy.ai/pricing): Plans, full feature comparison table, pricing FAQ.
- [AI SDR](https://getfuzzy.ai/ai-sdr): Personalised outreach, sequencing, lead discovery.
- [Social Selling](https://getfuzzy.ai/social-selling): Prospect feed, AI commenting, pulling leads from competitors' posts.
- [Personal Brand](https://getfuzzy.ai/personal-brand): AI post and image generation, content calendar.
- [Customer Evidence](https://getfuzzy.ai/customer-evidence): Anonymised results by segment.
- [Testimonials](https://getfuzzy.ai/testimonials): Testimonials filterable by industry.
- [Watch a demo](https://getfuzzy.ai/resources/watch-demo): Recorded workflow walkthrough.
- [Resources](https://getfuzzy.ai/resources): Guides, templates, webinars.
- [Slack community](https://getfuzzy.ai/community): Free community for founders and sales teams.
- [Blog](https://getfuzzy.ai/blog): LinkedIn outreach, AI SDR tools, social selling, comparisons.
- [Book a demo](https://getfuzzy.ai/signup): Two-step form leading to a booked call.
## LinkedIn outreach by role
- [LinkedIn Outreach Guides](https://getfuzzy.ai/linkedin-outreach): Index of the role-specific LinkedIn outreach guides below.
- [LinkedIn Outreach for Founders](https://getfuzzy.ai/linkedin-outreach-for-founders): Founder-led selling on a single LinkedIn account with no team to fall back on.
- [LinkedIn Outreach for SDRs](https://getfuzzy.ai/linkedin-outreach-for-sdrs): Quota-carrying reps whose activity numbers are fine and whose reply rate is not.
- [LinkedIn Outreach for Account Executives](https://getfuzzy.ai/linkedin-outreach-for-account-executives): Closers whose prospecting competes with their calls, and who need timing rather than volume.
- [LinkedIn Outreach for Sales Teams](https://getfuzzy.ai/linkedin-outreach-for-sales-teams): Sales leaders reporting pipeline rather than activity, across a team of reps.
- [LinkedIn Outreach for CROs](https://getfuzzy.ai/linkedin-outreach-for-cros): Revenue leaders defending seat cost and rep-account continuity to a board, with per-rep pipeline attribution.
- [LinkedIn Outreach for Virtual Assistants](https://getfuzzy.ai/linkedin-outreach-for-virtual-assistants): VAs running campaigns on client-owned accounts, where a restriction costs the retainer.
- [LinkedIn Outreach for Agencies](https://getfuzzy.ai/linkedin-outreach-for-agencies): Running outreach on client-owned accounts, with per-client isolation and reporting.
- [Multi-Account LinkedIn Automation for Agencies](https://getfuzzy.ai/multi-account-linkedin-automation-agencies): Running many client LinkedIn accounts with per-client isolation, scoped approvers, and client-ready reporting.
- [Safe LinkedIn Automation for Agencies](https://getfuzzy.ai/safe-linkedin-automation-for-agencies): What changes when the restricted account belongs to a client rather than to you, and why pooled daily limits fail.
- [LinkedIn Comment Automation for Founders](https://getfuzzy.ai/linkedin-comment-automation-for-founders): Automating the engagement layer under a founder profile without handing over the voice that carries the company.
- [LinkedIn Follow-Up Automation for SDRs](https://getfuzzy.ai/linkedin-follow-up-automation-for-sdrs): Sequences that carry the conversation rather than the step number, so follow-up five knows what touch one said.
- [Warm LinkedIn Outreach for Sales Teams](https://getfuzzy.ai/warm-linkedin-outreach-for-sales-teams): Warm outreach as a category, and how a sales leader rolls it out across reps without retraining everyone.
## LinkedIn automation alternatives
- [LinkedIn Automation Alternatives](https://getfuzzy.ai/linkedin-automation-alternatives): Index of the head-to-head comparisons below, for teams leaving a volume-first tool.
- [LinkedIn Outreach Tool Alternative](https://getfuzzy.ai/linkedin-outreach-tool-alternative): What changes when switching off a volume-first LinkedIn automation tool.
- [HeyReach Alternative for Warm Outreach](https://getfuzzy.ai/heyreach-alternative-warm-outreach): HeyReach scales sending across many accounts; Fuzzy engages prospects before messaging them. Includes when HeyReach is the better choice.
- [Tools to Manage LinkedIn Post Comments](https://getfuzzy.ai/tools-to-manage-linkedin-post-comments): Replying to comments on your own posts and commenting on prospects' posts are two different jobs needing two different tools.
## LinkedIn outreach playbooks
- [LinkedIn Outreach Playbooks](https://getfuzzy.ai/linkedin-outreach-playbooks): Index of the sequences and message templates below. Nothing gated.
- [The 6-Step LinkedIn Touch Sequence](https://getfuzzy.ai/6-step-linkedin-touch-sequence): Six touches in order, starting with engagement rather than a connection request, with templates for the four message touches.
- [LinkedIn Referral Request Template](https://getfuzzy.ai/linkedin-referral-request-template): Six referral request templates, including the forwardable paragraph most referral asks leave out.
- [Comment on 500 LinkedIn Prospects a Week](https://getfuzzy.ai/comment-on-500-linkedin-prospects-per-week): What that volume actually takes, why generic comments at that scale damage the profile, and where the real ceiling sits.
- [LinkedIn Outreach in 30 Minutes a Week](https://getfuzzy.ai/linkedin-outreach-in-30-minutes-a-week): Where the 22 hours a week goes task by task, which parts can be handed over, and what is left to do by hand.
## LinkedIn account safety
- [LinkedIn Account Safety](https://getfuzzy.ai/linkedin-account-safety): Index of the account-safety pages below, split by whether an account is already restricted.
- [S
