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RESEARCH & RESOURCES

Research, papers, and what we’re building

Bizer is built on a simple belief: small businesses deserve advisory-grade help, made practical by AI. Here’s our published work, the questions we’re actively investigating, and what’s shipping next.

PAPERS & OPEN SOURCE

Published work

Grounded by Construction: AI Agent Never Fabricates Your Numbers

How Bizer’s architecture keeps an AI agent grounded in your real data, so it never invents the figures your business runs on.

Whitepaper PDF · Video Podcast

A Cognitive Architecture for AI Agent Memory

The memory architecture behind Miles — how an AI sidekick remembers context across your business, week over week.

Whitepaper PDF · Video Podcast

BizerBrain on GitHub — our open-source AI agent memory project.

RESEARCH AGENDA

What we’re researching

The questions we’re actively investigating — grouped by theme, and open by design.

AI adoption friction · In progress

What stops small businesses from adopting AI, and what removes the friction?

Map the real barriers — trust, time, cost, technical confidence — and test which interventions most increase adoption among non-technical owners.

The approval gate and trust · Exploring

Does an “approval gate” increase owner trust and AI usage?

Measure whether requiring explicit human approval for every outbound AI action changes how much owners trust — and actually use — an AI sidekick.

Predicting cash crunches · In progress

Which leading indicators predict small business cash crunches 30 days out?

Identify the receivables, burn, and seasonality signals that most reliably forecast a cash shortfall before it happens.

AI invoicing and days sales outstanding · Planned

What is the impact of AI-assisted invoicing on days-sales-outstanding?

Test whether AI-drafted, approval-gated payment reminders measurably reduce how long invoices stay unpaid.

ROI of AI market research · Planned

What is the ROI of AI-curated market research for solo founders?

Evaluate whether founders who use an AI sidekick for market and competitor research reach validated positioning faster.

AI-assisted review responses · Exploring

Does responding to reviews with AI assistance lift local conversion?

Test whether faster, AI-assisted (human-approved) responses to Google Business Profile reviews improve local search visibility and conversion.

GTD plus an AI sidekick · Planned

How much time is recovered when GTD and an AI sidekick run the weekly review?

Quantify the time and follow-through gains when owners pair a weekly review with an AI that remembers context.

Continuous support and business outcomes · Exploring

What happens to outcomes when the support between advising sessions is continuous?
Investigate whether the assess–focus–act loop, running daily in software with humans in the loop, improves the results owners get from the counseling and mentoring they already receive.

PRODUCTS

Released

ROADMAP

In progress

  • Miles — an AI agent for small businesses
  • BizerOS — an operating system for small businesses
  • Bizer Chat — a team chat for small businesses
  • BizerGPT — an AI chatbot platform for small businesses
  • BizerOS Appstore — the curated app store for BizerOS
FROM THE BLOG

Latest posts

Found by AI on the Outside

How the Bizer Directory makes small businesses discoverable, and answerable, by ChatGPT, Google AI, and the agents your customers now ask instead of searching.

The Bizer Agent Architecture

A technical whitepaper on how Miles reaches everything a business connects, safely: the five layers (App, Tool, Operation, Connection, Skill) and the one rule that keeps them honest.

Have a question we should be studying?

We’re always looking for sharp questions from owners, advisors, and researchers.