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Google's Deep Research and Deep Research Max ship MCP support, native charts, and 93.3% DeepSearchQA. How agencies deploy agentic research at scale.

Sourced CAC benchmarks for 2026: SaaS CAC ratios and payback, B2B ad spend per customer, ad costs by industry (ecommerce CPA, search CPL) and company filings.

Customer lifetime value (CLV) benchmarks for 2026 by industry, with LTV:CAC ratios, retention curves, and revenue-per-cohort data marketing teams use.

B2B marketing statistics for 2026: 180+ data points on lead generation, content, ABM, sales enablement, and budget allocation across industries.

Sourced SaaS marketing statistics for 2026: CAC payback, NRR and churn, trial conversion, sales and marketing spend, and how B2B buyers use AI search.

Lead generation statistics for 2026: 140+ data points on cost-per-lead, MQL conversion, channel performance, and pipeline benchmarks B2B teams use.

Affiliate marketing statistics for 2026, each sourced: US spend and sales, commission schedules, cookie rules, disclosure enforcement and publisher filings.

Mobile app marketing statistics for 2026 from Adjust, AppsFlyer, Sensor Tower, Apple and Google: install spend, CPI, retention, ATT opt-in and store fees.

Programmatic advertising statistics for 2026 from primary sources: US spend, take rates, supply-chain waste, fraud, CTV results and Google ad tech rulings.

AI SDR statistics for 2026: 100+ data points on outbound volume, reply rates, meeting conversion, ramp time, and cost-per-opportunity for sales teams.

OpenAI's ChatGPT Images 2.0 ships O-series reasoning, 4K API beta, and gpt-image-2. Features, tier rollout, and agency playbook inside.

AI agent productivity statistics for 2026 from controlled trials, Fed and Census data, executive ROI surveys and company filings, each with its source and date.

Evaluate YouTube Ads benchmarks in 2026: CPV, CPM, CTR, format definitions, conversion quality, and clearly labeled budget examples for media buyers.

Evaluate TikTok Ads benchmarks for 2026 with clear CPC, CPM and CVR definitions, dated Spark Ads evidence, attribution limits and fictional budget examples.

Display advertising benchmarks for 2026 planning: dated CTR evidence, viewability definitions, cost comparisons, and clearly hypothetical campaign examples.

Pinterest statistics for 2026 from its SEC filings, Pew and StatCounter: 640M monthly users, $4.2B 2025 revenue, ARPU by region, ad pricing and search data.

Reddit statistics for 2026 from its SEC filings, Pew and Edison: 130.3M daily uniques, $805M Q2 revenue, ARPU by region, ad price trends and data licensing.

MCP adoption statistics for 2026: official registry counts, npm and PyPI SDK downloads, platform support, enterprise survey results and NVD vulnerability data.

Alibaba's Qwen3.6-Max-Preview tops six coding benchmarks including SWE-bench Pro and Terminal-Bench 2.0. Closed-weights pivot and agency playbook inside.

Moonshot's Kimi K2.6 ships 300-agent swarms, 12-hour coding runs, WebGL hero sections, and open-source SOTA on SWE-Bench Pro. Agency playbook and benchmarks.

YouTube statistics for 2026 from Alphabet filings, YouTube, Nielsen, Pew and Ofcom: ad revenue, US TV share, Shorts, users by age, subscriptions, creator pay.

LinkedIn Ads benchmarks for 2026 from published data: cost per click, CTR, CPM and cost per lead by industry, company size and ad format, each with its source.

AI agent adoption in 2026: dated enterprise survey evidence, forecast limits, production definitions, and hypothetical ROI examples for technology leaders.

OpenAI rolled ChatGPT ads into Australia, New Zealand, and Canada on April 17. First multi-country ad surface. Agency planning primer for ChatGPT buys.