AI agent development
Build AI applications that find information, use tools, and carry out business tasks with clear permissions and review points.
AI Build Partner
Custom AI development built around your business
We design, build, integrate, and maintain AI applications around your workflows and existing systems. You bring the use case; we bring the engineering and ongoing care.
From your use case to a working app
- 01You describe the use case
Share the work you want to make easier.
- 02Bumblebee builds the app
We handle the engineering and integrations.
- 03You get a supported app
Run it with ongoing care and improvements.
Built for your industry
We are your AI Build Partner
Managed IT
Business Intelligence & Reporting
Ask questions across your connected tools and turn the answers into client-ready QBRs, reports, and recommended actions.
Ticket Trends
3 / 3
Section 03
Ticket Trends
§03
Support volume over six months, including work raised automatically by monitoring and work requested by users.
Opened in June
12
six-month low
Still open
1
at period close
Past target
1
vendor blocked
Open critical
0
nothing critical
Tickets Opened — Six-Month View
21
Jan
18
Feb
20
Mar
16
Apr
15
May
12
Jun
Down 43% from the January peak and 20% month over month.
Where June's Tickets Came From
Raised by monitoring
67%
Raised by a person
33%
What the trend says
June is the quietest period on record. Recovered capacity can now move to security improvements and planned refresh work.
Secure Score
1 / 3
Service Review · Extract
Security & Service Snapshot
Prepared for
Brightwater Logistics
Period
June 2026
Secure score
57%
Open critical
0
Section 01
Microsoft Secure Score
§01
Tenant Secure Score
57%
Moderate
156 of 273 available points · +2 vs. May
Rolling Three-Month Trend
CriticalDevelopingModerateStrongExcellent
Where this leaves you
The tenant continues a steady four-point climb. The highest-yield configuration items will be prioritized for the next service call.
Lead use cases
- Quarterly Business Review
- Monthly Client Report
- Operational Health Dashboard
- Ad-Hoc Business Intelligence Query
Accounting
Accounting Workflow Automation
Turn client emails, PDFs, and spreadsheets into organized data for your existing tools, with your team in control of review and approval.
Explore use cases
- Tax Return Preparation
Organize source documents and prepare data for return review.
- Payroll Processing
Bring together payroll inputs and review discrepancies before approval.
Legal
Document Search & Referencing
Search across depositions, reports, publications, and case files. We build applications that compare statements, surface potential inconsistencies, and link findings to the original page and passage for your team to verify.
Document SearchSample case file
You
Has Dr. Doe been consistent about the 5 mph injury threshold?
Bumblebee AI
His 2016 publication cautions against a single threshold for all occupants. His 2019 deposition applies a 5 mph threshold to any occupant.
Page 2 · Conclusion
From question to source
- Search documents by question, topic, or phrase
- Cross-reference testimony, reports, and publications
- Generate document references with page and passage citations
Marketing
AI Chatbots for Your Clients
Give your clients a website chatbot that answers questions using their approved content. Help visitors understand services, find what they need, and take the next step toward an enquiry.
Online now
Nova @ Willow & Pine
What's included?
YouWillow & Pine offers room planning, furniture selection, and interior styling. Which part of your home are you working on?
Nova @ Willow & PineInteractive preview · Fictional business and sample answers.
A new service for your agency
- Answer questions from website pages and FAQs
- Guide visitors to the right service or next step
- Manage each client’s knowledge in one dashboard
Custom AI development services
You lead the use case
We lead the engineering
From the first build to ongoing care, we turn your use case into software your team can rely on.
Integrations & automation
Connect your business systems and automate recurring data entry, reconciliation, and handoffs around your team's rules.
Applications built to last
Turn a ChatGPT or Claude prototype into a supported application, with team access, security, hosting, and ongoing maintenance.
You own
the app
- We patch it
- We secure it
- We monitor it
- We host it
- We test it
- We continuously improve it
How we helped businesses like yours
Managed IT · Rhodian Group
QBR prep time
From 2 hours to 10 minutes
QBR preparation went from roughly two hours to about ten minutes of review per client, per quarter. Business queries that took the team 1 day to answer are now answered by Bumblebee in 5 mins.
Read the customer story“Bumblebee is, quite frankly, very good at what they do. Outcomes are consistently brilliant. One would be foolish not to work with them. Highly recommended, obviously.”
Brandon BischoffVP of Cyber Operations and Platform, Rhodian Group
The reports, before & after
Accounting · Hasenbank Accounting Service
Less repetitive data entry
We helped Hasenbank Accounting Service automate repetitive data entry, with an application built around the way the team works.
Source workspace
Client expense recordsSpreadsheet · Sample data
XLSX| Date | Description | Amount | |
|---|---|---|---|
| 1 | Oct 12 | Office supplies | $148.50 |
| 2 | Oct 13 | Software subscription | $96.00 |
| 3 | Oct 14 | Travel expense | $64.20 |
BumblebeeAutomated data entry
ConnectedAccounting entriesFrom your source records
Office supplies$148.50Entered
Software subscription$96.00Entered
Travel expense$64.20Entered
Marketing · ClikCloud
Answers for every client
We built a multi-tenant platform that lets ClikCloud deliver a website FAQ answer engine across its client base. Each WordPress plugin answers from that client’s approved content, while ClikCloud manages the knowledge behind every website from one dashboard.
ClikCloud · Client workspace
ClikCloud / Website answer engines
Client websiteKnowledgeDelivery
WWillow & PineService pages & FAQsWordPress
CClient website BService pages & FAQsWordPress
Willow & Pine · WordPress website
Willow & PineThoughtful interiorsMake room
for living.
for living.
Spaces that feel like you, from the first idea to the finishing touches.
Our design servicesNovaWillow & Pine’s assistant
What’s included in your design services?
We offer room planning, furniture selection, and interior styling. Which part of your home are you working on?
Service overview01 / 03
Security & compliance
Visit our Trust Center ↗
Partner Network
AWS Partner
Microsoft Cloud Partner
OpenAI Partner
Anthropic Partner
Working with your MSP
We work with your MSP to support your team.
Bumblebee manages the application. Your MSP handles day-to-day support.
Bumblebee
Application engineering, hosting, maintenance, and improvements.
Your MSP
Day-to-day support, access, governance, and user assistance.
Trusted by growing MSPs
Before we build
A clear way to get started.
What does a custom AI development engagement include?
We work through your process, users, data, and constraints, then agree the scope and success criteria. The build can include an application, integrations, access controls, testing, deployment, and ongoing care. Deliverables and support responsibilities are agreed before work begins.
Can you work with our existing tools or prototype?
Yes. Bring a business problem, spreadsheet, existing application, or useful prototype. We assess the integrations, access, and engineering needed to make it dependable for your team, and confirm technical fit during discovery.
Who owns the application, and what happens after launch?
Ownership and handoff terms are defined in your engagement. Bumblebee can host, monitor, patch, and improve the application, with ongoing support responsibilities agreed with your team and managed IT partner.
How much does a custom AI application cost?
Scope depends on the workflow, data sources, integrations, and support requirements. We work through those details in discovery and agree the price and delivery plan before building. Start with a free consultation to discuss fit.
Getting started
What would you like to build?
Bring your use case. We’ll explore the scope and fit together.