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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.

AI advisory and SBDC outcomes · Exploring

Can an AI advisory layer match traditional SBDC outcomes at scale?

Investigate whether the assess–focus–act loop, delivered continuously by AI with humans in the loop, can approach human-led SBDC outcomes.

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

Every Scroll a BOOM

Doom scrolling takes your day and gives back nothing. Boom scrolling hands it back with wins on it — one satisfying, finished card at a time.

Stop Doom Scrolling. Start Boom Scrolling.

The scroll isn’t the problem — what you’re scrolling is. Meet boom scrolling: the same habit pointed at your own business, where every card you finish is a little ‘boom.’

Have a question we should be studying?

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