AI sales prospecting
AI sales prospecting is the use of artificial intelligence to automate the work of finding, researching, and reaching out to potential customers. Instead of building Boolean filters in a database UI or stitching together enrichment workflows, sales reps describe their ideal customer in natural language and let AI agents handle the multi-step research, contact verification, and email drafting.
The shift from traditional sales prospecting tools (Apollo, ZoomInfo, Clay) to AI sales prospecting tools (like Tnuki) is from "tool you operate" to "agent that operates for you."
Related: Sales prospecting tool, Agentic AI for sales, Prospecting agent
A sales prospecting tool is software that helps sales reps find new potential customers and gather the contact information needed to reach them. Traditional sales prospecting tools (ZoomInfo, Apollo, Cognism) maintain large contact databases that reps query with filters. Modern AI sales prospecting tools (Tnuki, Clay) instead query data sources in real-time and use AI to handle the research and personalization layer.
Examples: Tnuki, Apollo, ZoomInfo, Clay, Cognism, Lusha, Lead411
Conversational GTM platform
A conversational GTM platform replaces the traditional stack of separate prospecting, enrichment, and outreach tools with a single AI-driven conversation. Instead of switching between ZoomInfo for data, Clay for enrichment, and Outreach or SalesLoft for sequences, reps describe their go-to-market strategy in natural language. The AI executes each step (finding companies, enriching contacts, drafting personalized emails) while preserving context across the entire workflow.
Tnuki invented the term in 2024 to describe a single-chat alternative to multi-tool GTM stacks.
Buying trigger / Buying signal
A buying trigger (also called a buying signal) is a publicly observable event that suggests a company is about to enter a vendor-evaluation cycle. Examples include funding rounds, executive hires (new CRO, CFO, CMO, CISO), reorgs, layoffs, M&A activity, regulatory filings, and product launches.
Sales reps use buying triggers to prioritize outreach: the same email sent to the right person on the right day converts dramatically better than a cold blast. AI sales prospecting tools like Tnuki's Signal agent monitor 1,000+ sources to surface triggers automatically.
Related: Intent data, Today's Plays
Intent data
Intent data is information about a company's research and consideration behavior — what topics they're searching for, what content they're consuming, what tools they're evaluating. Vendors like 6sense and Bombora aggregate intent data from B2B publishing networks and resell it to sales teams.
Intent data is one type of buying signal, but it's not the only one — leadership transitions, hiring patterns, and regulatory filings are often more reliable predictors of imminent vendor decisions.
A contact waterfall is the practice of querying multiple contact-data providers in sequence (or parallel) to find a verified email or phone number for a prospect. If provider A doesn't have the contact, fall through to B, then C, etc. Common waterfalls combine HunterMail, LeadMagic, FindyMail, Prospeo, Lusha, and Clearbit/RocketReach.
Clay built its early reputation on letting sales-ops teams configure custom waterfalls. Tnuki bakes a waterfall into the prospecting workflow automatically — no configuration required.
Contact enrichment is the process of taking a partial record (e.g., a name + company) and adding the missing fields a sales rep needs to reach out (verified email, phone, LinkedIn URL, role, seniority, location). Enrichment can be done manually, through a single-vendor tool, or through a contact waterfall across multiple providers — like Tnuki's Contact agent.
ICP (ideal customer profile)
An ICP (ideal customer profile) is a description of the kind of company that's most likely to buy your product. It typically includes industry, size, geography, tech stack, and observable traits like funding stage or hiring patterns. A good ICP definition is the foundation of all sales prospecting work — it determines who ends up on the target list and who doesn't.
AI sales prospecting tools like Tnuki translate plain-English ICP descriptions into multi-source searches, returning qualified matches without the manual filter-building.
Account-based prospecting / ABM
Account-based prospecting (or account-based marketing, ABM) is a strategy where sales and marketing teams concentrate their effort on a defined set of high-fit accounts rather than casting a wide net. Each account gets bespoke research, targeted messaging, and a coordinated multi-touch outreach plan.
ABM typically requires both account intelligence (what's happening at this company?) and people intelligence (who are the buyers and how do I reach them?). Tnuki's entity tracking and Today's Plays are purpose-built for this workflow.
Pipeline generation
Pipeline generation (often shortened to "pipegen") is the broad activity of creating new sales opportunities — sourcing prospects, qualifying them, booking meetings, and getting deals into the CRM. Sales prospecting is a major component, but pipeline generation also includes inbound conversion, partner channels, events, and outbound at-scale. Tnuki focuses on the prospecting and outbound layers.
Cold outreach
Cold outreach is initial contact with a prospect who has no prior relationship with you or your company. Email is the most common channel, but cold calls, LinkedIn messages, and direct mail also count. The defining feature: the recipient hasn't expressed interest first.
Cold outreach quality depends heavily on personalization. Generic templates with first-name tokens convert poorly; emails grounded in a real buying trigger convert dramatically better. Tnuki's Drafting agent writes every email grounded in the actual trigger.
SDR / BDR
An SDR (Sales Development Rep) or BDR (Business Development Rep) is the role responsible for outbound prospecting and qualifying inbound leads at most B2B companies. The two titles are largely interchangeable; the role sits between marketing (which generates leads) and account executives (who close deals).
AI sales prospecting tools and "AI SDR" tools (11x.ai, Artisan, Regie.ai) both target this workflow. The distinction: AI sales prospecting tools augment the SDR; AI SDR tools attempt to replace them.
Agentic AI for sales
Agentic AI for sales goes beyond chatbots and copilots: instead of suggesting next steps, AI agents execute them. Tnuki's AI agents autonomously research prospects across multiple data sources, cross-reference and validate contact information, enrich records in parallel, and draft personalized outreach — all from a single natural-language prompt. The user describes the goal; the agents handle the multi-step execution without manual intervention between stages.
Today's Plays
Today's Plays is a recurring, AI-generated digest that monitors a sales rep's market and target accounts and surfaces a finite, finishable list of buying signals worth acting on today. Tnuki's plays scan news, LinkedIn, X/Twitter, job postings, SEC filings, and funding databases overnight, then deliver a bounded to-do list to the rep's inbox: each play comes with a verified contact, a personalized draft grounded in the trigger, and the sources that surfaced it. Finish the list and you're done for the day. Cadence is typically daily or weekly.
Why "plays" not "briefs": the framing shift signals action over information. A brief is something you read; a play is something you run. Tnuki's daily output is meant to feel finishable — like a baseball lineup, not a newspaper.
Prospecting agent
A prospecting agent is an AI agent that autonomously researches, enriches, and surfaces prospects on behalf of a sales rep. Tnuki's prospecting workflow is split across five specialized agents: Intelligence (Today's Plays), Signal (24/7 source scan), Contact / Waterfall (verified contacts), Drafting (personalized emails), and Concierge Chat (natural-language pipeline queries).