Most agents aren’t losing deals because of bad service. They’re losing them before the conversation even starts. The real estate lead generation statistics behind how agents find, spend, and convert leads reveal a market that’s shifting fast — and quietly punishing those who haven’t noticed yet. Lead costs are rising, portal conversion rates aren’t, and the channels delivering the best ROI often get the least attention.
Below, we’ll break down the numbers that actually matter — from cost per lead and cost per closed deal to conversion rates by source, follow-up performance, and the growing role of AI search. Whether you’re reviewing your current budget or building a smarter strategy from scratch, this data gives you a clearer picture of where the real opportunities are.
Industry Snapshot & Agent Marketing Spend
Real estate lead generation is getting more expensive every year and more concentrated in digital channels. The numbers below set the baseline: what leads cost at the industry level, how often they close, and how agents are actually allocating their lead generation budgets.
- Digital channels account for 65% of all real estate leads generated in the U.S. (Lead Craft)
- The national average lead-to-close rate sits at 2–5% across all lead sources combined. (Deal Machine OS)
- The blended industry average cost per real estate lead is $448 ($480 for paid sources, $416 for organic). By 2026, that figure has risen to $503 — a 12.3% year-over-year increase. (Deal Machine OS, RealScout)
- The median real estate agent spends $8,010 per year on lead generation and marketing, with a typical monthly digital spend of $2,850. (Deal Machine OS)
- Top-producing agents typically reserve 5–15% of Gross Commission Income (GCI) for acquisition channels, including paid lead generation, referral marketing, and digital campaigns. (Deal Machine OS)
Most agents spend under $1,000 per month — a figure that strains the Return On Investment (ROI) math at a blended Cost-Per-Lead (CPL) of $448–$503. The paid methods table below also reveals a consistent gap between what agents use and what they report as their highest-ROI channel. Direct mail ranks first for agent-reported ROI despite not being the most-used paid method.
Monthly Lead Generation Budget Distribution
| Monthly Spend | % of Agents |
| Under $1,000 | 63.7% |
| $1,000–$3,000 | 21.3% |
| $3,000–$5,000 | 4.3% |
| $5,000–$10,000 | 6.4% |
| $10,000+ | 4.3% |
Source: Real Estate Bees
Paid Lead Generation Methods — Usage vs. Highest ROI
| Method | % Using | % Citing Highest ROI |
| Direct mail | 17.9% | 29.2% |
| Buying leads from lead gen companies | 14.0% | 25.0% |
| Facebook Ads | 15.6% | 16.7% |
| Email marketing | 13.4% | 8.3% |
| Google Pay-Per-Click (PPC) Ads | 7.8% | 6.3% |
| Search Engine Optimization (SEO) | 8.4% | — |
| SMS text messaging | 7.3% | — |
| Cold calling (outsourced) | 2.8% | — |
| Ringless voicemail | 2.8% | — |
| YouTube Ads | 1.7% | — |
Source: Real Estate Bees
Lead Source Conversion Rates
No single decision in real estate marketing has more impact on ROI than which lead sources you invest in. The real estate lead generation statistics below rank every major source by conversion rate. The gap between the best and worst performers is stark — referrals and direct prospecting convert at rates 10–30× higher than portal leads, usually at a fraction of the cost per closed deal.
| Lead Source | Conversion Rate | Notes |
| Referrals (sphere) | 14–30% | Highest lifetime value |
| Expired listings | 44% list / 20.7% sold | REDX data, 2.7M leads analyzed |
| FSBOs | 27.8% list / 13.1% sold | Average 43-day sales cycle |
| SEO / organic search | 14.6% | Strong long-term ROI |
| Google Ads | 4–10% | Higher intent signals |
| Email campaigns | 3.5% | Outperforms social by ~40% |
| General internet leads | 2–3% | Inquiry to close, all platforms |
| Facebook Ads | 1–3% | Requires 6–18 months nurturing |
| Door knocking | 1–3% | High listing quality despite low rate |
| Portal leads (Zillow, Realtor.com) | 0.4–1.2% | Unchanged despite rising CPL |
| Cold call | 0.5–1% | 8+ attempts to reach a prospect |
Sources: Deal Machine OS, RealScout, Ardor SEO
The conversion rate you operate at directly determines how much lead volume you need. At 1% conversion, you need roughly 100 leads per month to close one deal. At 3%, that drops to 33. At referral-level 14%, just 7 leads per month sustains consistent closings. (RealScout)
Cost Per Lead & Cost Per Closed Deal
CPL alone is a misleading metric without conversion rate context. The first table pairs both. The second table shows what each channel actually costs at the transaction level — where the economics of portal advertising become very difficult to defend.
Cost Per Lead by Channel
| Channel | Cost Per Lead | Conversion Rate |
| REDX expired listing data | $1–$3/record | ~22.8% |
| SEO / organic (24+ months) | $7–$15 | 2–5% |
| Facebook Ads | $5–$26 | 1–3% |
| Instagram Ads | $15–$40 | 1–2% |
| Google Search Ads | $42–$66 | 4–10% |
| Content marketing (months 0–3) | $80–$100+ | 2–5% |
| Zillow Premier Agent | $20–$223 | 1–3% |
| Realtor.com ReadyConnect | ~$255 | ~4.3% |
| Portal average (blended) | ~$181 | 0.4–1.2% |
| Industry blended average | $448–$503 | 2–5% |
Sources: Deal Machine OS, RealScout, Lead Craft
Portal lead costs have risen 1,107% since 2015, while content marketing CPL has fallen to $7–$15 over the same period — the trajectories are moving in opposite directions. (RealScout) Facebook Ads CPL rose to $26.43 in 2026 — up 20.2% year-over-year. (RealScout)
Cost Per Closed Deal by Channel
| Channel | Est. Cost Per Closed Deal |
| Sphere / referrals | $0–$200 |
| Expired listings (REDX) | $300–$1,500 |
| Google Ads | ~$1,550 |
| Portal leads (blended) | $900–$4,000+ |
| Zillow Premier Agent | $2,500–$8,000+ |
Sources: Deal Machine OS, RealScout
Zillow appears affordable at $20–$60 per lead in smaller markets, but at a 0.4–1.2% conversion rate the cost per closed deal climbs to $2,500–$8,000+ in competitive metros. Referrals, by contrast, carry near-zero acquisition cost and convert at 14–30%.
Expired Listings & FSBOs
Direct prospecting on expired listings and For Sale By Owners (FSBOs) delivers the highest conversion rates of any non-referral lead source — at the lowest cost per closed deal in the industry. These are sellers who have already demonstrated intent; they simply haven’t found the right agent yet.
Expired Listings
REDX’s analysis of 2.7 million leads confirms that expired listings outperform every other prospecting category. (Deal Machine OS)
- Expired listings convert at a 44% listing rate and a 20.7% sold rate — the highest conversion of any lead source in real estate. (Deal Machine OS)
- The average time from first contact to signed listing agreement is approximately 30 days. (Deal Machine OS)
- REDX data records cost $1–$3 per record and yield a conversion rate of approximately 22.8%. (Deal Machine OS)
- Cost per closing via expired listing prospecting runs $300–$500 — the lowest of any lead vendor category. (RealScout)
FSBOs
- FSBO leads convert at a 27.8% listing rate and a 13.1% sold rate, with an average sales cycle of 43 days. (Deal Machine OS)
- FSBO conversion can reach as high as 27–38% in favorable conditions. (RealScout)
Referrals & Sphere of Influence
Referrals are the highest-converting, lowest-cost-per-deal lead source in real estate. The conversion rate advantage over portals is roughly 20–30×, yet most agents underinvest in their sphere relative to paid channels that cost 10× more per transaction.
- Referral leads convert at 14–30%, compared to 0.4–1.2% for portal leads. (RealScout)
- 66% of sellers and 43% of buyers found their agent through a personal referral or recommendation. (Deal Machine OS, RealScout)
- 72% of sellers interviewed just one agent before signing a listing agreement — meaning the agent who gets referred first wins the listing the majority of the time. (Deal Machine OS)
- 61% of agents attribute their best clients to referrals. (Zipdo)
- Referral leads carry an average lifetime client value exceeding $10,000 — the highest of any lead source. (Zipdo)
- Referral leads have an average purchase price 15% higher than leads from other sources. (Zipdo)
- 87% of past clients say they would refer their agent — yet fewer than half are ever directly asked after closing. (RealScout)
- A single referral client generates an average of 3–5 additional referrals over five years. (Lead Craft)
- One report states – agents who attend 3–4 networking events monthly generate 12–18 qualified referrals annually at an 18.5% conversion rate. (Lead Craft)
- Signal-stacking — combining referral signals with Customer Relationship Management (CRM) data and social engagement in a single workflow — achieves appointment-setting rates of 10–15%. (Deal Machine OS)
Paid Advertising
Paid channels generate leads quickly but diverge sharply in CPL, conversion rate, and cost per close. Real estate marketing statistics show that Google Ads attract higher-intent buyers, while Facebook and Instagram typically require longer nurture cycles. Portal advertising looks affordable at the lead level but produces the worst cost-per-deal outcomes of any paid channel.
Google Ads
- Google Search Ads generate real estate leads at $42–$66 per lead nationally, with a conversion rate of 4–10%. (Deal Machine OS, RealScout)
- Display retargeting campaigns (7–30 day window) achieve a 2.8% conversion rate. (Lead Craft)
Facebook & Instagram Ads
- Facebook Ads generate real estate leads at $5–$26 per lead, with a conversion rate of 1–3%. (Deal Machine OS)
- The average Facebook real estate CPL reached $26.43 in 2026, up 20.2% year-over-year. (RealScout)
- Instagram Ads cost $15–$40 per lead, with a 1–2% conversion rate. (Deal Machine OS)
- Facebook/Instagram lead ads with a property valuation offer achieve a $22 CPL; retargeting video viewers achieves $35 CPL and an 8.2% conversion rate. (Lead Craft)
Buyer vs. Seller Lead Costs
- Buyer leads from paid ads average $9–$20 CPL; seller leads cost $26–$30 or more. (RealScout)
Third-Party Lead Portals
- Zillow Premier Agent costs $300–$7,700 per month depending on market, with a minimum 6-month contract. (RealScout)
- In competitive markets like Manhattan, meaningful Zillow impression share starts at $7,700/month. (RealScout)
- Portal lead conversion rates remain at 0.4–1.2% — unchanged despite rising costs. (RealScout)
- Zillow Premier Agent CPL ranges from $20–$60 in smaller markets to $139–$223 in major metros, with a 3.2% conversion rate and 64% qualification rate. (Lead Craft)
- Realtor.com leads cost approximately $255 per lead, with a 72% qualification rate and 4.3% conversion rate. (Lead Craft)
- Realtor.com ReadyConnect charges a 30–35% referral fee at closing — roughly $2,700–$3,150 on a $9,000 gross commission from a $300,000 sale at 3%. (RealScout)
- Cost per closing via portals runs $900–$4,000+ depending on market. (RealScout)
SEO, Content Marketing & Local Search
Search Engine Optimization (SEO)is the highest-converting digital lead channel in real estate, but most agents underinvest because results take 12–24 months to materialize. When they do, the CPL drops to levels no paid channel can match — and real estate lead generation statistics show that leads convert at multiples of portal rates.
SEO Lead Performance
- SEO leads convert at 14.6%, compared to 5–10% for Google Ads, 1–3% for social media, and 0.4–1.2% for portal leads. (RealScout)
- Combined SEO and paid advertising yields a 3.1× blended ROI — the highest of any real estate marketing approach. (Deal Machine OS)
- SEO generates 400–800% ROI for real estate agents over time, versus 200–300% for paid advertising channels. (Lead Craft)
Content Marketing
- Real estate companies maintaining an active blog generate 5.4× more leads than those with no content. (Deal Machine OS)
- Content marketing CPL starts at $80–$100+ in months 0–3, drops to $30–$50 in months 7–12, and reaches $7–$15 at the 24-month mark. (RealScout)
- Neighborhood guide pages generate 3.2× more leads than generic service pages. (Deal Machine OS)
Local SEO, Reviews & Search-to-Lead Conversion
Local search intent converts into direct agent contact at a high rate — and agent reputation directly determines whether that contact goes to you or a competitor.
- Searches for “homes for sale near me” have surged 340% since 2019, expanding the pool of capturable local search leads for agents with an optimized local presence. (Deal Machine OS)
- 78% of local real estate searches result in a phone call, email, or in-person visit within 24 hours — local intent converts faster than almost any other channel. (Deal Machine OS)
- 35% of sellers cite agent reputation as their top criterion for agent selection — making online reviews and local visibility direct determinants of seller lead capture. (Deal Machine OS)
- Local SEO matures to a $7–$15 CPL, versus $53–$66 for Google Ads and $181 for Zillow. (RealScout)
- Agents with 20+ Google reviews attract 2.7× more leads than those with fewer than 5. (Deal Machine OS)
- Local SEO leads convert at 12%, versus 5% for non-local SEO. (Zipdo)
- Social media leads require 6–18 months of nurturing before conversion, versus 1–3 months for search-generated leads. (Deal Machine OS)
Landing Page & Lead Capture Conversion
Small changes to form length, CTAs, and page speed produce meaningful differences in real estate lead volume. These figures come from A/B testing data on real estate landing pages.
- Mobile-optimized pages convert at 6.4%, versus 2.1% for non-optimized pages. (Lead Craft)
- Pages loading in under 3 seconds convert at 5.2%, versus 2.8% for pages loading 3–5 seconds. (Lead Craft)
- A “Get Free Property Valuation” CTA outperformed “Submit” by 41% in A/B testing. (Lead Craft)
- A 3-field form converts at 7.8%, versus 2.3% for a 7-field form. (Lead Craft)
- Adding an agent photo and testimonials increased landing page lead conversion by 34%. (Lead Craft)
- Lead magnets such as a home buyer’s guide increase lead capture by 60%. (Zipdo)
Social Media & Video Lead Generation
Social media generates leads at scale but works differently from search — leads typically require 6–18 months of nurturing and convert through relationship rather than immediate intent. Real estate lead generation statistics consistently show that video is the highest-performing content format within social, with a measurable and well-documented effect on both inquiry volume and seller lead attraction.
Social Media
- 54% of agents cite social media as their highest-quality lead source. (RealScout)
- 46% of National Association of Realtors (NAR) agents identify social media as their preferred lead generation avenue. (Ardor SEO)
- Platform use for lead generation: 92% Facebook, 68% Instagram, 12% TikTok. (RealScout)
- Instagram is the top lead-generating social platform for individual agents. (Deal Machine OS)
Free Lead Generation Methods — Usage vs. ROI
| Method | % Using | % Citing Highest ROI |
| Networking for referrals | 22.3% | 40.4% |
| Social media | 22.7% | 17.5% |
| Open houses | 19.7% | 14.0% |
| Cold calling | 11.2% | 8.8% |
| Video marketing | 14.2% | 5.3% |
| Craigslist | 1.7% | — |
| Bandit signs | 0.9% | — |
Source: Real Estate Bees
The usage/ROI gap is telling: social media is the most-used free method alongside referral networking, but far fewer agents rate it as their highest-ROI lead source. Referral networking punches well above its usage rate when agents are asked what actually produces returns.
Video
- Properties listed with video receive 403% more inquiries than listings without video. (RealScout, Lead Craft)
- 73% of homeowners say they are more likely to list with an agent who uses video — making video a direct seller lead acquisition tool. (RealScout)
- Video marketing produces 66% more qualified leads per year than non-video approaches. (Deal Machine OS)
- YouTube leads convert at 8.7% — higher than most other paid digital channels. (Lead Craft)
Email Marketing & Lead Nurturing
Email delivers higher conversion rates than both social media and paid search in real estate, and becomes significantly more powerful when combined with automation and drip sequencing. The ROI figures below reflect real estate-specific applications.
- Email marketing converts 40% better than social media for real estate lead generation. (Deal Machine OS)
- Email campaigns carry an average real estate conversion rate of 3.5% — higher than organic search (2.2%) and paid search (2.0%). (Ardor SEO)
- Drip campaigns generate 4–10× more responses than single one-off emails. (RealScout)
- Marketing automation platforms deliver a 451% increase in qualified leads for real estate. (RealScout)
- 95% of top-producing agents use email automation as a core part of their lead nurturing strategy. (Zipdo)
Speed-to-Lead, Follow-Up & CRM
Speed-to-lead is where most agents lose leads they’ve already paid for. CRM technology is what makes consistent response and follow-up possible at scale. The data below covers both the problem and the tools that address it.
The Response Gap
- 70% of buyers interview only one agent before committing — the first agent to respond in a meaningful way wins the lead. (AgentZap)
- The average real estate agent takes 917 minutes — more than 15 hours — to respond to a new lead inquiry. (AgentZap, RealScout)
- 48% of real estate agents never follow up with a lead at all. (Deal Machine OS)
- Lead response rates decline by a factor of 10 after the first hour. (AgentZap)
- 62% of real estate inquiries arrive outside business hours — evenings (6–9 PM) and weekends are peak inquiry times. (AgentZap)
- Each unresponsive lead represents a potential $7,500+ in lost commission. (AgentZap)
The Speed Advantage
- Leads contacted within 5 minutes are 21× more likely to qualify than leads reached after 30 minutes. (Deal Machine OS)
- 78% of buyers work with the first agent who responds. (Deal Machine OS)
- Responding within 10 minutes increases conversion chances by 90% compared to slower response windows. (Zipdo)
- AI-assisted response systems report 40% or more improvement in lead capture rates. (AgentZap)
Follow-Up Persistence
Most leads don’t convert on the first or second contact. Agents who stop early leave the majority of potential deals on the table.
- 80% of real estate sales occur between the 5th and 12th contact. (Deal Machine OS)
- Calling a lead 6 times increases contact rates by 70%. (Deal Machine OS)
- 44% of agents abandon a lead after a single follow-up attempt. (AgentZap)
- Leads who receive 6 or more contact attempts convert at rates 70% higher than those receiving fewer touches. (AgentZap)
- An average of 7.8 touchpoints over 68 days is required to convert a real estate lead to a client. (Lead Craft)
Outreach Channel Performance
- 89% of consumers prefer text over phone calls as an initial contact method. (AgentZap)
- Text message response rates in real estate are 4× higher than email response rates. (AgentZap)
- Multi-channel lead engagement is optimally split: email 50%, phone 30%, SMS 15%, video 5%. (Lead Craft)
| Outreach Method | Response / Open Rate |
| Voice notes | 60% open rate |
| Voice calls | 40% response rate |
| Text messages | 20% open rate |
| 15% open rate / 8% response rate |
Source: Zipdo
CRM Technology
- Real estate agents using a CRM see a 29–41% lift in conversion rates over those who do not. (Deal Machine OS)
- CRM integration with Multiple Listing Systems (MLS) improves lead conversion by 25%. (Zipdo)
- Lead management software reduces duplicate leads by 60%. (Zipdo)
- Chatbots increase lead response speed by 300% and conversion rates by 25%, and handle 30% of inquiries arriving outside business hours. (Zipdo)
- AI-powered lead management tools increase follow-up efficiency by 50%. (Zipdo)
- Mobile-friendly real estate websites convert 2× more leads than non-optimized sites. (Zipdo)
Lead Quality & Qualification
Volume without quality is a costly treadmill. The data below helps agents understand what percentage of their pipeline is actually worth pursuing — and which signals predict that a lead is ready to transact.
- A lead is considered qualified when a purchase or sale is likely within 6 months — a threshold that applies to roughly 68% of active inquiries. (Zipdo)
- 72% of leads are disqualified due to budget mismatch (45%) or timeline mismatch (27%). (Zipdo)
- 52% of leads are “hot” (ready within 30 days); 28% are “warm” (30–90 days); 22% are inactive for 6+ months. (Zipdo)
- 65% of agents prioritize lead qualification over raw lead volume. (Zipdo)
- 68% of agents assess lead quality primarily through CRM data including budget and timeline fields. (Zipdo)
- Proper lead qualification using the Budget, Authority, Need, Timeline (BANT) framework improves conversion efficiency by 40–60%. (Lead Craft)
- 59% of real estate leads pass BANT qualification. (Lead Craft)
- 30% of leads are duplicates, costing agents an average of $2,000 per year in wasted follow-up. (Zipdo)
- Referral leads carry a 90% satisfaction rate, compared to 65% for online leads. (Zipdo)
Conversion Lift by Lead Signal
Certain behaviors and characteristics strongly predict conversion. Agents and CRMs that surface these signals can prioritize outreach far more efficiently.
| Signal | Conversion Lift |
| Scheduled home inspection | +70% |
| Clear move-in date specified | +60% |
| Mortgage pre-approval | +50% |
| Multiple online listing reviews | +50% |
| 3+ brand interactions | 5× higher conversion |
| Specific neighborhood mentioned | +35% |
| Budget explicitly stated | +35% |
| Request for valuation / CMA | +30–40% |
Source: Zipdo
AI Search & Lead Generation
AI search tools are redirecting lead volume away from traditional portals faster than most agents have accounted for. The leads that come through AI channels also perform materially better: they close at higher rates, convert faster, and generate significantly more GCI per lead than Zillow equivalents.
- 67% of homebuyers now use an AI tool as their primary research method, up from just 17% eighteen months prior. (Deal Machine OS)
- Zillow’s agent-discovery traffic fell from 41.2% to 33.8% year-over-year — a 17.5% relative decline — with that volume shifting to AI search tools. (Deal Machine OS)
- Only 8.4% of U.S. real estate agents currently appear in AI-generated search responses. (Deal Machine OS)
- The top 1% of agents in AI search capture 47% of all AI citation share across metros — a winner-take-most dynamic. (Deal Machine OS)
- AI-sourced leads close at 9.6% within 90 days, versus 2.4% for Zillow and 1.8% for Google Ads. (Deal Machine OS)
- Average GCI per AI-sourced lead is $1,180, versus $240 for Zillow leads. (Deal Machine OS)
- Time-to-close averages 42 days for AI-sourced leads, versus 87 days for portal leads. (Deal Machine OS)
Note: Because AI search is still an emerging lead source, these figures should be treated as directional benchmarks rather than settled industry averages.
Database Reactivation
Most agents overlook the most cost-efficient lead source they already own: their past client database. The data below shows both the scale of the opportunity and the financial cost of ignoring it.
- 93% of past clients list their next home with a different agent, accounting for an estimated $2.57 billion in lost listing volume annually. (RealScout)
- 62% of contacts in a “dead” database hold 40% or more home equity, making them financially ready to transact. (RealScout)
- Reactivating a dormant contact costs 5–10× less than acquiring a new lead and converts at 3–4× higher rates. (RealScout)
- SMS reactivation campaigns generate a 15–30% response rate within 48 hours. (RealScout)
- A structured 30-day reactivation sequence successfully re-engages 5–15% of a dormant database. (RealScout)
- Database reactivation delivers 10–20× ROI compared to purchasing new leads. (RealScout)
Prospecting Output & Lead Volume
Prospecting consistency is a stronger predictor of lead volume than budget alone. The data below also makes a practical case for treating buyer pipelines as hidden seller lead sources — and for understanding what cold calling actually costs in time relative to the leads it produces.
- Agents who prospect 2+ hours per day generate 3× more listings than those who don’t. (Deal Machine OS)
- 66% of buyer leads currently own a home — meaning each buyer inquiry is also a potential seller lead, and dual qualification directly expands pipeline value. (RealScout)
- Cold calling has a 95%+ rejection rate and requires 3–4 hours daily to produce 1–2 leads — a viable method, but one with a low lead-per-hour output relative to other prospecting channels. (Lead Craft)
- Top-performing agents achieve lead-to-client conversion rates of 3–5%, versus a national average of 0.4–1.2%. (RealScout)
Example Digital Lead Budget Model
The table below shows projected lead output from a $7,600/month digital marketing budget across three channels. Total projected pipeline: 527 leads, with 312 qualifying at a 59% qualification rate. (Lead Craft)
| Channel | Monthly Budget | Leads | CPL | Conversion |
| Google Ads | $3,300 | 180 | $67 | 4.1% |
| Facebook / Instagram | $2,200 | 285 | $28 | 4.7% |
| SEO / Content | $1,400 | 62 | $80 | 11.2% |
| Tools / Software | $700 | — | — | — |
| Total | $7,600 | 527 | ~$14 blended | — |
Source: Lead Craft
⚠️ The table above shows one modeled scenario from Lead Craft, not an industry-wide benchmark. It assumes an optimized team or brokerage-level operation and should not be treated as typical single-agent performance.
Conclusion
Ultimately, the real estate lead generation statistics in this article tell a consistent story. The channels agents rely on most are rarely the ones that deliver the best returns. Referrals convert at multiples of what portals ever will. Speed to lead shapes outcomes more than budget alone. And the gap between what agents spend and what actually closes deals is wider than most realize.
At the end of the day, the data exists to sharpen decisions, not overwhelm them. By understanding where your leads actually come from and what they truly cost per closed deal, you can build a smarter, more sustainable pipeline going forward.