Research & sources

Real changes.
Practical responses.

Our offerings address changes in how people learn, find businesses, and get work done. Here is the evidence that helps inform our approach—and what it means for your business.

Research informs the approach. Discovery defines the scope. Results are measured in the work.

01 · The Conversation Lab

Built around how people develop skills.

Adaptive learning, realistic practice, and manager involvement inform how we are developing an onboarding and ramp system that helps skills carry into everyday work.

Explore the Conversation Lab

Peer-reviewed meta-analysis

The next step should reflect what someone needs to learn.

Fraulini, Marraffino, Garibaldi, Johnson & Whitmer · Military Psychology · Online July 2024; 2025 issue

What the source shows: A meta-analysis of 30 peer-reviewed publications found that adaptive-training benefits varied by approach. Adjusting difficulty showed the largest learning benefits, followed by adaptive support and targeted remediation or testing out of mastered content.
How it informs our work: This informs our approach to an onboarding and ramp system that connects learning, realistic practice, feedback, manager visibility, and the next recommended rep. Development should respond to demonstrated needs as people progress.

Study context & scope

The review spans different training tasks and settings. It supports adaptive-training design principles; the effectiveness of a particular system depends on its implementation and use.

Read the source Adaptive training instructional interventions: A meta-analysis

Sales field study · Working paper

Practice needs a path into everyday performance.

Johannes Habel, Michael Ahearne, Seshadri Tirunillai & Amy Vandaveer Novak · SSRN · Revised September 30, 2026

What the source shows: A quasi-experimental study of almost 2,000 salespeople reported an average performance improvement following AI roleplay training. Improvements were larger for some groups, including those with high-performing supervisors and supervisors responsible for fewer salespeople.
How it informs our work: The connection to real work matters. Our development approach pairs practice and feedback with manager visibility and a clear next development step, so the system supports an ongoing coaching process.

Study context & scope

This is a working paper reporting a quasi-experiment at one U.S. industrial firm. The authors report an approximately 2% average performance improvement in that setting; it is not an AppointForge result or a forecast for another business.

Read the source Do AI role plays improve salesperson performance? Evidence from a longitudinal field study

02 · The Reality Check

Being visible and getting the click are different questions.

Search now includes traditional links, local results, and AI-generated answers. Understanding where a business appears is a practical starting point for deciding what deserves attention.

Explore the Reality Check

Observational browsing study

AI summaries change how people navigate search.

Athena Chapekis & Anna Lieb · Pew Research Center · July 22, 2025

What the source shows: In browsing data from 900 U.S. adults, traditional search-result links were clicked on 8% of visits with an AI summary, compared with 15% without one.
How it informs our work: A rankings report alone does not describe the whole discovery experience. We examine search and AI answers separately, preserve the observations, and translate them into priorities an owner and their provider can discuss.

Study context & scope

The study examined Google searches in March 2025. It is an observational comparison, not a controlled estimate of how AI summaries affect every business.

Read the source Google users are less likely to click on links when an AI summary appears in the results

Official platform guidance

The foundations still matter in AI search.

Google Search Central · Maintained documentation

What the source shows: Google says its established SEO practices remain relevant for AI Overviews and AI Mode, with no additional technical requirements for those features.
How it informs our work: Useful content, accessible text, crawlability, accurate business information, and sound technical foundations deserve attention before promises about special AI-search shortcuts. These principles inform both our visibility analysis and website rebuilds.

Study context & scope

This guidance covers Google Search’s AI features. Eligibility does not guarantee inclusion, and it does not describe every other AI platform.

Read the source AI features and your website

03 · The Time Back Project

The opportunity is in the workflow.

AI becomes more useful when it is matched to real tasks, existing tools, and the people doing the work. Our consulting starts there and moves into a separately scoped implementation.

Explore the Time Back Project

Field study · Working-paper version

Useful AI assistance depends on the task and the team.

Erik Brynjolfsson, Danielle Li & Lindsey R. Raymond · NBER · April 2023, revised November 2023

What the source shows: The November 2023 working-paper version studied 5,179 customer-support agents. AI assistance increased issues resolved per hour by 14% on average, with larger gains among less experienced workers.
How it informs our work: The finding supports looking for specific opportunities inside everyday work. We assess the bottleneck, agree what to build, and include testing, documentation, and handoff in the implementation scope.

Study context & scope

The estimate comes from one company’s support setting. It is not a forecast of your time savings or costs; your workflow, constraints, and baseline determine the opportunity.

Read the source Generative AI at Work

04 · The Rebuild Advantage

A website should make the next step easier.

Speed, accessibility, navigation, and clear information shape the experience people have when they reach a business. We rebuild around those needs, then coordinate a handoff to the provider the owner chooses.

Explore the Rebuild Advantage

Company-reported A/B test

Performance can affect business outcomes.

Vodafone · Published by web.dev · March 17, 2021

What the source shows: Vodafone reported 8% higher sales in an A/B test of a landing-page version with a 31% improvement in Largest Contentful Paint, a loading-speed measure.
How it informs our work: Technical performance is part of the customer experience. We consider it alongside mobile usability, clear navigation, and contact paths—not as a score detached from the business.

Study context & scope

This was a company-reported mobile landing-page test in telecom. The result illustrates an opportunity to measure, rather than a sales uplift to assume for a rebuild.

Read the source Vodafone: A 31% improvement in LCP increased sales by 8%

Standards-body guidance

Build for the people who need to use it.

W3C Web Accessibility Initiative · Maintained guidance

What the source shows: W3C explains how accessibility can improve usability, extend reach, and support people across different abilities, devices, and circumstances.
How it informs our work: Readable contrast, usable controls, meaningful structure, and keyboard access belong in a considered rebuild. They help more customers find information and take the next step.

Study context & scope

This is guidance supported by examples and case studies. It does not assign a universal conversion increase or certify an individual website’s accessibility.

Read the source The Business Case for Digital Accessibility

Our standard for evidence

Clear sources. Clear connections.

We prioritize original research, documented experiments, and official guidance. Each source above explains both its finding and its connection to our work. External findings are not presented as AppointForge customer results or forecasts.

Sources reviewed November 12, 2026. Findings reflect the versions and periods identified above.

See our work & evidence →

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Talk through your priorities

Real changes.Practical responses.

Built around how people develop skills.

The next step should reflect what someone needs to learn.

Practice needs a path into everyday performance.

Being visible and getting the click are different questions.

AI summaries change how people navigate search.

The foundations still matter in AI search.

The opportunity is in the workflow.

Useful AI assistance depends on the task and the team.

A website should make the next step easier.

Performance can affect business outcomes.

Build for the people who need to use it.

Clear sources. Clear connections.

Start with the problemyou want to solve.

Real changes.
Practical responses.

Start with the problem
you want to solve.