--- source: newsletter source_url: https://lightfield.app/product/ai-pipeline-generation title: "Lightfield AI pipeline generation" sha256: eea8d35e050452682aa7506dee4eb839dbb8975b7521e11cd4153e52fa95a3bd review_value: 8 review_confidence: 9 review_recommendation: worth-reading review_stars: 3 ingested: 2026-05-14 --- Markdown Content: # Lightfield — AI pipeline generation [](https://lightfield.app/home)[Try free](https://crm.lightfield.app/signup) [](https://lightfield.app/home) * Product * [Pricing](https://lightfield.app/pricing) * [Docs](https://lightfield.stldocs.app/) * Resources * [Log in](https://crm.lightfield.app/login) [Try free](https://crm.lightfield.app/signup) * Product * [Data capture](https://lightfield.app/product/crm-data-capture) * [Pipeline generation](https://lightfield.app/product/ai-pipeline-generation) * [Sales assistant](https://lightfield.app/product/ai-sales-assistant) * [Meeting recorder](https://lightfield.app/product/ai-meeting-recorder) * [Pricing](https://lightfield.app/pricing) * [Docs](https://lightfield.stldocs.app/) * Resources * [Switch to Lightfield](https://lightfield.app/migration) * [Blog](https://lightfield.app/blog) * [Company](https://lightfield.app/company) * [Help](https://support.lightfield.app/) * [Jobs](https://jobs.ashbyhq.com/Lightfield) * [Log in](https://crm.lightfield.app/login) Get started in minutes [Try free](https://crm.lightfield.app/signup) Product # Pipeline generation Outbound agents that run on your CRM. [Book demo](https://lightfield.app/book-demo) Running outbound takes tools, time, and methodology most founders don't have. Lightfield does it for you, with a forward-deployed team building off your CRM data. ![Image 5](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F48a8d3ae4fdb20cc29d87c1b1cc9b6a929929c8f-2700x1662.png&w=5120&q=90) Trusted by the world's fastest growing startups ![Image 6: Reeva](https://cdn.sanity.io/files/3ccg9tet/production/780312aea3f2f05fe0b7ec8c6fd0d3ccbd2774c2.svg) ![Image 7: Intent HQ](https://cdn.sanity.io/files/3ccg9tet/production/4fd51f800a53a6aa7cee5b3793cdef652d142b4e.svg) ![Image 8: CashQ logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F2268a8d4fe47cb6c7cd8744702e0d22680d08bdb-522x132.png&w=5120&q=90) ![Image 9: Covent logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F4dbb6f39507468b615725498af7b5a345eedc508-412x94.png&w=5120&q=90) ![Image 10: Voker logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F79742caf3d600bb4fb2efb9cf7ce7aa42280f937-1835x263.png&w=5120&q=90) ![Image 11: 14.ai logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F5b17dcadf5f79d9da555b183bee714d6b3831d56-332x284.png&w=5120&q=90) ![Image 12: New Generation logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F65a3b7684ba7f95f5448c5e3a0d58a2cdb04a47c-7424x792.png&w=5120&q=90) ![Image 13: Reeva](https://cdn.sanity.io/files/3ccg9tet/production/780312aea3f2f05fe0b7ec8c6fd0d3ccbd2774c2.svg) ![Image 14: Intent HQ](https://cdn.sanity.io/files/3ccg9tet/production/4fd51f800a53a6aa7cee5b3793cdef652d142b4e.svg) ![Image 15: CashQ logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F2268a8d4fe47cb6c7cd8744702e0d22680d08bdb-522x132.png&w=5120&q=90) ![Image 16: Covent logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F4dbb6f39507468b615725498af7b5a345eedc508-412x94.png&w=5120&q=90) ![Image 17: Voker logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F79742caf3d600bb4fb2efb9cf7ce7aa42280f937-1835x263.png&w=5120&q=90) ![Image 18: 14.ai logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F5b17dcadf5f79d9da555b183bee714d6b3831d56-332x284.png&w=5120&q=90) ![Image 19: New Generation logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F65a3b7684ba7f95f5448c5e3a0d58a2cdb04a47c-7424x792.png&w=5120&q=90) ![Image 20: Reeva](https://cdn.sanity.io/files/3ccg9tet/production/780312aea3f2f05fe0b7ec8c6fd0d3ccbd2774c2.svg) ![Image 21: Intent HQ](https://cdn.sanity.io/files/3ccg9tet/production/4fd51f800a53a6aa7cee5b3793cdef652d142b4e.svg) ![Image 22: CashQ logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F2268a8d4fe47cb6c7cd8744702e0d22680d08bdb-522x132.png&w=5120&q=90) ![Image 23: Covent logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F4dbb6f39507468b615725498af7b5a345eedc508-412x94.png&w=5120&q=90) ![Image 24: Voker logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F79742caf3d600bb4fb2efb9cf7ce7aa42280f937-1835x263.png&w=5120&q=90) ![Image 25: 14.ai logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F5b17dcadf5f79d9da555b183bee714d6b3831d56-332x284.png&w=5120&q=90) ![Image 26: New Generation logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F65a3b7684ba7f95f5448c5e3a0d58a2cdb04a47c-7424x792.png&w=5120&q=90) ![Image 27: Reeva](https://cdn.sanity.io/files/3ccg9tet/production/780312aea3f2f05fe0b7ec8c6fd0d3ccbd2774c2.svg) ![Image 28: Intent HQ](https://cdn.sanity.io/files/3ccg9tet/production/4fd51f800a53a6aa7cee5b3793cdef652d142b4e.svg) ![Image 29: CashQ logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F2268a8d4fe47cb6c7cd8744702e0d22680d08bdb-522x132.png&w=5120&q=90) ![Image 30: Covent logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F4dbb6f39507468b615725498af7b5a345eedc508-412x94.png&w=5120&q=90) ![Image 31: Voker logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F79742caf3d600bb4fb2efb9cf7ce7aa42280f937-1835x263.png&w=5120&q=90) ![Image 32: 14.ai logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F5b17dcadf5f79d9da555b183bee714d6b3831d56-332x284.png&w=5120&q=90) ![Image 33: New Generation logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F65a3b7684ba7f95f5448c5e3a0d58a2cdb04a47c-7424x792.png&w=5120&q=90) ![Image 34: Reeva](https://cdn.sanity.io/files/3ccg9tet/production/780312aea3f2f05fe0b7ec8c6fd0d3ccbd2774c2.svg) ![Image 35: Intent HQ](https://cdn.sanity.io/files/3ccg9tet/production/4fd51f800a53a6aa7cee5b3793cdef652d142b4e.svg) ![Image 36: CashQ logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F2268a8d4fe47cb6c7cd8744702e0d22680d08bdb-522x132.png&w=5120&q=90) ![Image 37: Covent logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F4dbb6f39507468b615725498af7b5a345eedc508-412x94.png&w=5120&q=90) ![Image 38: Voker logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F79742caf3d600bb4fb2efb9cf7ce7aa42280f937-1835x263.png&w=5120&q=90) ![Image 39: 14.ai logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F5b17dcadf5f79d9da555b183bee714d6b3831d56-332x284.png&w=5120&q=90) ![Image 40: New Generation logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F65a3b7684ba7f95f5448c5e3a0d58a2cdb04a47c-7424x792.png&w=5120&q=90) ![Image 41: Reeva](https://cdn.sanity.io/files/3ccg9tet/production/780312aea3f2f05fe0b7ec8c6fd0d3ccbd2774c2.svg) ![Image 42: Intent HQ](https://cdn.sanity.io/files/3ccg9tet/production/4fd51f800a53a6aa7cee5b3793cdef652d142b4e.svg) ![Image 43: CashQ logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F2268a8d4fe47cb6c7cd8744702e0d22680d08bdb-522x132.png&w=5120&q=90) ![Image 44: Covent logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F4dbb6f39507468b615725498af7b5a345eedc508-412x94.png&w=5120&q=90) ![Image 45: Voker logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F79742caf3d600bb4fb2efb9cf7ce7aa42280f937-1835x263.png&w=5120&q=90) ![Image 46: 14.ai logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F5b17dcadf5f79d9da555b183bee714d6b3831d56-332x284.png&w=5120&q=90) ![Image 47: New Generation logo](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F65a3b7684ba7f95f5448c5e3a0d58a2cdb04a47c-7424x792.png&w=5120&q=90) ## Outbound is hard to learn, execute, and maintain. The tools are expensive A typical set-up - data enrichment, inbox warming, sequencing - runs over $20,000 a year before you send a single email. Agencies cost even more and optimize for meetings booked, not quality pipeline. 01 The maintenance is constant Sequences break. Tools go offline. Data stops syncing. You spend over half your time on outbound keeping the systems working instead of improving messaging or talking to prospects. 02 You can't tell what's working List sizing, audience segmentation, offer testing, experiment design — most founders are learning these on the job. Without a methodology, every campaign feels like a shot in the dark. 03 Why Lightfield ## Running outbound on your CRM data is different.Standalone platforms start from a database. Lightfield starts from the customer data you've already accumulated. 01 ![Image 48](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F65161e0c034e15635a47d12049e0bca43a3e6d28-826x750.png&w=5120&q=90) ### **Account scoring that learns from what works** Lightfield trains on the patterns in your closed-won customers, not a generic ICP doc. Every score comes with reasoning grounded in your data. 02 ![Image 49](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F7e3c797ad546cf9c07a135e86e04b66558cc3b9f-826x750.png&w=5120&q=90) ### **Messaging in your customers' own words** Sequences are drafted using the exact language from your call transcripts and email threads — the phrases that moved your best customers to close. 03 ![Image 50](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2Fdde4ebc6c1f822a9391100e78d8e6a92309e6fdc-826x750.png&w=5120&q=90) ### **Warm paths surfaced automatically** Your team's LinkedIn connection graph is mapped to target accounts. Warm intro paths surface where they exist for the prospects most worth pursuing. Features ## What's included with pipeline generation ### A scored list of accounts, refreshed continuously We build your target account list from your ICP and score every account on fit, timing, and connection strength using hiring, funding, tech stack, and investor signals. ![Image 51: A scored list of accounts, refreshed continuously](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F7f81b9b25eff6309f946546b06a0620c17bbe022-2676x2300.png&w=5120&q=90) ### Verified contacts and warm intro paths For each account, we surface verified emails and LinkedIn profiles, cross-reference your team's network for warm intros, and route contacts to the right sequence. ![Image 52: Verified contacts and warm intro paths](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2Fa9da48656aeb5f9141e7426931bf5218c743dc08-2676x2300.png&w=5120&q=90) ### Personalized email and LinkedIn sequences Our team writes sequences using language from your own transcripts. The Lightfield agent runs the cadence, escalates replies for review, and reroutes contacts when sequences end. ![Image 53: Personalized email and LinkedIn sequences](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F5c58feaa97060fe5ade6410b9b99fd82d703f857-2676x2300.png&w=5120&q=90) ### A forward-deployed team Each engagement is built around testable hypotheses that we scope with you. We meet weekly to review results, decide what to change, and plan the next experiment. ![Image 54: A forward-deployed team](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2Fc317fdcb0592371113a4fb8753c3f64348984abc-2676x2300.png&w=5120&q=90) ### Natural language reporting and analytics Ask the Lightfield agent which segments convert, which messages get opened, which accounts went quiet, and which look like your best customers — all in the same chat interface. ![Image 55: Natural language reporting and analytics](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F7753f8907a43276e7aac9f0a082deb08da309e5b-2676x2300.png&w=5120&q=90) ![Image 56: Natural language reporting and analytics](https://lightfield.app/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F3ccg9tet%2Fproduction%2F894bcd8beb35ca939d6c3d4077e79d6425e856e5-5400x2300.png&w=5120&q=90) ## Run outbound without building it yourself. [Book demo](https://lightfield.app/book-demo) ## Frequently asked questions * Who is this for? Early-stage founders and growth leaders going 0→1 with outbound, or running outbound but lacking the time, team, or methodology to scale it to hit their goals. * How is this different from an AI BDR? AI BDRs are designed to replace entry-level reps at established sales organizations — companies with a working motion, a defined ICP, and a known playbook, where the goal is volume and the bar for quality is "good enough." Lightfield Pipeline Generation is for teams at the other end. Your motion isn't established yet. You don't have a playbook to automate. We're a capacity multiplier for the best people on your team, not a replacement for the cheapest ones. We bring methodology and execution capacity so founders and operators can run more experiments, learn faster, and make better decisions about how to scale growth. * How is this different from an outbound agency? Agencies optimize for meetings booked. Their incentive is volume, and the playbook walks out the door when the engagement ends. Lightfield optimizes for pipeline most likely to convert to revenue. Every data point in your CRM — your closed-won customers, your closed-lost reasons, your call transcripts, your team's connection graph — informs which accounts we target, who we contact, and what we say. The result is fewer meetings with better-fit prospects, not more meetings with worse ones. And because the motion runs on your CRM, the playbook stays with you. * What’s different about running this on your CRM versus a standalone outbound platform? Standalone platforms start cold. They build a TAM from a generic database and your email history, then write sequences against an ICP doc. Lightfield starts with your closed-won customers, your meeting transcripts, and your team’s connection graph. The team scoring your accounts and writing your sequences is operating on the information you share with them, not a comprehensive understanding of every single conversation you’ve ever had with your prospects or customers. * Do I need to use Lightfield’s CRM to access this? Yes. The motion runs on your customer context. If your data isn’t in Lightfield, we can’t build on top of it. * How long until I see results, and what does success look like? Setup takes a few weeks: target list scored, sequences written, mailboxes warmed. Results take 4–6 weeks of live sending. Success isn’t just meetings booked — it’s a clear answer on the hypotheses we set together: which segments to keep targeting, which offers to drop, and what changes to make to your messaging. 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