LinkedIn Benchmarks for B2B | Insights from 100+ Marketing Teams
Download the report

Good Reads

Fix pipeline pains. Solve GTM puzzles. Read strategic brain dump.

Written for marketers who want real solutions to a leaking pipeline (and their dark circles).

Want to read more from us?

Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Factors Blog

I’m looking for…

Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
LLM Hallucination Examples: What They Are, Why They Happen, and How to Detect Them
Marketing
February 4, 2026

LLM Hallucination Examples: What They Are, Why They Happen, and How to Detect Them

See real LLM hallucination examples in B2B workflows, and how to detect and reduce them.

Vrushti Oza

Heading 1

Heading 2

Heading 3

Heading 4

Heading 5
Heading 6

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Block quote

Ordered list

  1. Item 1
  2. Item 2
  3. Item 3

Unordered list

  • Item A
  • Item B
  • Item C

Text link

Bold text

Emphasis

Superscript

Subscript

Why LLMs Hallucinate: Detection, Types, and Reduction Strategies for Teams
Marketing
February 4, 2026

Why LLMs Hallucinate: Detection, Types, and Reduction Strategies for Teams

Let’s see why LLMs hallucinate and go over practical methods to detect and reduce AI hallucinations in real-world workflows.

Vrushti Oza

Heading 1

Heading 2

Heading 3

Heading 4

Heading 5
Heading 6

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Block quote

Ordered list

  1. Item 1
  2. Item 2
  3. Item 3

Unordered list

  • Item A
  • Item B
  • Item C

Text link

Bold text

Emphasis

Superscript

Subscript

Are LLM Hallucinations a Business Risk? Enterprise and Compliance Implications
Marketing
February 4, 2026

Are LLM Hallucinations a Business Risk? Enterprise and Compliance Implications

Read how and why LLM hallucinations can be a serious enterprise risk for B2B teams, and how to mitigate them.

Vrushti Oza

Heading 1

Heading 2

Heading 3

Heading 4

Heading 5
Heading 6

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Block quote

Ordered list

  1. Item 1
  2. Item 2
  3. Item 3

Unordered list

  • Item A
  • Item B
  • Item C

Text link

Bold text

Emphasis

Superscript

Subscript

LinkedIn Industry Tags 101: What Marketers Must Know
Marketing
May 15, 2025

LinkedIn Industry Tags 101: What Marketers Must Know

LinkedIn is a great platform for B2B ads, but there’s room for optimization when identifying and segmenting audiences. Let's check it out.

Janhavi Nagarhalli

Heading 1

Heading 2

Heading 3

Heading 4

Heading 5
Heading 6

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Block quote

Ordered list

  1. Item 1
  2. Item 2
  3. Item 3

Unordered list

  • Item A
  • Item B
  • Item C

Text link

Bold text

Emphasis

Superscript

Subscript

LinkedIn Ads vs. Google Ads vs. Facebook Ads: Who’s the winner?
Marketing
December 18, 2025

LinkedIn Ads vs. Google Ads vs. Facebook Ads: Who’s the winner?

Explore the differences between LinkedIn Ads, Google Ads, and Facebook Ads for B2B marketers. Learn about the strengths, challenges, and multi-channel strategies to boost ROI.

Janhavi Nagarhalli

Heading 1

Heading 2

Heading 3

Heading 4

Heading 5
Heading 6

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Block quote

Ordered list

  1. Item 1
  2. Item 2
  3. Item 3

Unordered list

  • Item A
  • Item B
  • Item C

Text link

Bold text

Emphasis

Superscript

Subscript

LinkedIn vs Google: A Four-Metric ROI Comparison Every CMO Must See
Marketing
February 4, 2026

LinkedIn vs Google: A Four-Metric ROI Comparison Every CMO Must See

New data from 100+ B2B teams reveals LinkedIn outperforms Google on ROAS, cost per ICP account, and ACV. Use this comparison to optimize your 2026 ad budget.

Paula Simpson

Heading 1

Heading 2

Heading 3

Heading 4

Heading 5
Heading 6

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Block quote

Ordered list

  1. Item 1
  2. Item 2
  3. Item 3

Unordered list

  • Item A
  • Item B
  • Item C

Text link

Bold text

Emphasis

Superscript

Subscript

Top 4 Oribi Alternatives For B2B Marketing Teams
Marketing
May 15, 2025

Top 4 Oribi Alternatives For B2B Marketing Teams

This article highlights the top 4 alternatives to Oribi and how they fare in terms of their features (pros and cons), pricing, integrations, and user reviews.

Team Factors

Heading 1

Heading 2

Heading 3

Heading 4

Heading 5
Heading 6

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Block quote

Ordered list

  1. Item 1
  2. Item 2
  3. Item 3

Unordered list

  • Item A
  • Item B
  • Item C

Text link

Bold text

Emphasis

Superscript

Subscript

What is Lift Analysis?
Marketing
December 29, 2025

What is Lift Analysis?

Learn how B2B marketers use lift analysis to track true campaign performance. Go beyond clicks, measure incremental pipeline, revenue, and buyer progression.

Vrushti Oza

Heading 1

Heading 2

Heading 3

Heading 4

Heading 5
Heading 6

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Block quote

Ordered list

  1. Item 1
  2. Item 2
  3. Item 3

Unordered list

  • Item A
  • Item B
  • Item C

Text link

Bold text

Emphasis

Superscript

Subscript

Leveraging Factors.ai and Tapistro for Data-Driven Growth
Marketing
December 18, 2025

Leveraging Factors.ai and Tapistro for Data-Driven Growth

Discover how combining Factors' data enrichment with Tapistro's multi-channel automation can enhance marketing, sales, and customer engagement.

Vrushti Oza

Heading 1

Heading 2

Heading 3

Heading 4

Heading 5
Heading 6

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Block quote

Ordered list

  1. Item 1
  2. Item 2
  3. Item 3

Unordered list

  • Item A
  • Item B
  • Item C

Text link

Bold text

Emphasis

Superscript

Subscript

Lead Tracking: Meaning, Methods, and Benefits
Marketing
May 15, 2025

Lead Tracking: Meaning, Methods, and Benefits

Learn about lead tracking in sales and marketing, the difference between lead tracking vs. lead scoring, the benefits and challenges of lead tracking.

Vrushti Oza

Heading 1

Heading 2

Heading 3

Heading 4

Heading 5
Heading 6

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Block quote

Ordered list

  1. Item 1
  2. Item 2
  3. Item 3

Unordered list

  • Item A
  • Item B
  • Item C

Text link

Bold text

Emphasis

Superscript

Subscript

News
11 min read
July 21, 2025

B2B Marketing Solutions: A Complete Guide to Strategy & Implementation

Discover the top 9 B2B marketing tools for 2025. Learn how to build an integrated tech stack that drives...

Subiksha Gopalakrishnan
News
11 min read
July 21, 2025

Guide to Predictive Account Scoring

Discover the top 9 B2B marketing tools for 2025. Learn how to build an integrated tech stack that drives...

Subiksha Gopalakrishnan
News
11 min read
July 21, 2025

Top 9 Intent-Based Marketing Tools for B2B Companies

Discover the top 9 B2B marketing tools for 2025. Learn how to build an integrated tech stack that drives...

Subiksha Gopalakrishnan
News
11 min read
July 21, 2025

Predictive Account Scoring Vs. Manual Account Scoring: A Comparison

Discover the top 9 B2B marketing tools for 2025. Learn how to build an integrated tech stack that drives...

Subiksha Gopalakrishnan
News
11 min read
July 21, 2025

The 9 Best B2B Marketing Tools and Platforms For 2025

Discover the top 9 B2B marketing tools for 2025. Learn how to build an integrated tech stack that drives...

Subiksha Gopalakrishnan
News
11 min read
July 21, 2025

7 Warning Signs Your B2B Marketing Strategy Needs a Better Funnel Structure

Discover the top 9 B2B marketing tools for 2025. Learn how to build an integrated tech stack that drives...

Subiksha Gopalakrishnan
News
11 min read
July 21, 2025

Pipeline Marketing: A Complete B2B Framework for Revenue Growth

Discover the top 9 B2B marketing tools for 2025. Learn how to build an integrated tech stack that drives...

Subiksha Gopalakrishnan
News
11 min read
July 21, 2025

7 Signs Your B2B Marketing Strategy Needs a Complete Solution Overhaul

Discover the top 9 B2B marketing tools for 2025. Learn how to build an integrated tech stack that drives...

Subiksha Gopalakrishnan
News
11 min read
July 21, 2025

Factors.ai X Snitcher Partnership

Discover the top 9 B2B marketing tools for 2025. Learn how to build an integrated tech stack that drives...

Subiksha Gopalakrishnan

We don’t just write about demand gen. We deliver it.

Our AI Agents help you uncover high-intent accounts, run campaigns that actually convert, and keep your GTM motion in sync.

1000+ GTM teams have already scaled their pipeline with Factors.

Book a Demo Now*
Book a Demo Now*

*Includes built-in peace of mind. And fewer late-night funnel audits.

Factors Blog