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AI systems for modern businesses

Your business has outgrown manual operations.

Mnday Labs maps where the work is getting stuck, finds what AI can realistically handle, and builds systems that move it forward inside the tools your team already uses.

AI ROI report
Manual-work discovery

5 repeated workflows mapped and priced

Lead follow-up + CRM updates$23,040 / yrPriced
Proposals from calls and notes$17,280 / yrScoped
Job data moving between tools$14,400 / yrFound
Invoice chasing + payment reminders$8,640 / yrFound
Weekly reporting assembly$11,520 / yrModeled
Manual / week

hrs

Annual cost

Potential savings

Open the full audit
Built on the tools your team already uses
HubSpot Gmail ClickUp Notion Asana Xero Claude Gemini

A few of the jobs already delivered

Adolphs · Construction01

Quotes ready in minutes, not days

2 days → 15 minTime per quote
$38K / yrEstimator time saved

One workflow prepares each quote from the company’s own pricing rules. The team reviews and sends.

Jayden · Education02

1,000+ documents rewritten in a day

3 months → 1 dayRewrite project
$24KContractor cost avoided

A full document library adapted for a new audience with one review pass instead of a writing team.

Adwise · Advertising03

The founder is back on design

10 hrs → 1 hrWeekly coordination
$21K / yrFounder time returned

Intake, client updates, and approvals run around one Trello card. Only exceptions reach the founder.

Who is this for?

Any of this sound familiar?

We build for growing businesses that have outgrown how they operate, where manual work is quietly limiting what the team can do.

01 / Operating bottlenecks

You're scaling faster than your systems.

Every new customer brings more admin, more handoffs, and more chasing. Before adding another role, find the work your existing team could stop doing.

$60K / yr

per admin hire to do work AI handles

02 / Repeated work

Your best people keep rebuilding the same work.

Rebuilding proposals. Re-entering the same data. Preparing the weekly report again, instead of serving customers.

15–20 hrs

lost per person, every week

03 / Software overload

Your team keeps switching tools to finish one job.

Check the CRM. Search the inbox. Open a spreadsheet. Chase the latest file. A simple task becomes a trail of tabs and copy-paste.

6+ tools

and none of them talk to each other

How we help

The right kind of help for the work in front of you.

01

AI ROI Audit that finds the work worth changing

Evidence, business cases, and a ranked roadmap before you invest in a build.

02

Workflow automation without chasing approvals

Requests, updates, approvals, and reminders move between the tools you already use.

03

AI agents with a defined job

Right context, approved tools, and clear boundaries for the work it owns.

04

AI systems that do a team’s work end to end

Connected agents and workflows that take a process from request to outcome and deliver the result, not just a step.

05

Internal tools and reporting to run the business from one page

Stay connected and up to date with every part of your business in one place, so you can see what is happening and act on it.

06

An AI partner that grows with you

You are never left alone with the system. We keep it running, improve it as your business changes, and add what you need next.

Testimonials & results

Built with the people who run the work.

Workflow actions completed by Mnday Labs systems

0+

Less chasing. Fewer handoffs. More work moving forward.

$0KAnnual capacity value identified
0+Team hours recovered
0Workflows deployed
1–1 wksTo first workflow live
0+Projects delivered

The best place to start

Start with the AI ROI Audit.

Before you buy more software or commission a build, find the operational work with a credible business case. We interview the people doing the work, review the tools, and turn the findings into three assets your team can use with us or with anyone else.

See what the audit includes
01

Manual work cost audit

Every repeated workflow mapped and costed from the roles, hours, and loaded cost of the people doing it. You see which tasks are draining money, and by how much.

02

Prioritized AI roadmap

The three to five highest-return opportunities, ranked by impact, feasibility, dependencies, and risk. Built around your tools, your team, and your biggest leaks.

03

AI operating system blueprint

A visual plan: what the system handles, what it connects to, what stays human, and what comes off your team's plate. Built for a bounded process first.

Inside the paid AI ROI Audit

Three decision assets. Built from the evidence.

We interview the people doing the work, review the tools and operating evidence, and turn the findings into three assets your team can use with us or with anyone else.

Manual-work cost audit$66,240 / yr total
WorkflowTimeCost
Lead follow-up & CRM updates8h/wk$23,040
Proposals from calls & notes6h/wk$17,280
Job data moving between tools5h/wk$14,400
Weekly reporting assembly4h/wk$11,520

01 · Manual work cost audit

Every repeated workflow mapped and costed from the roles, hours, and loaded cost of the people doing it. You see which tasks are draining money, and by how much.

Prioritized AI roadmapRanked by return
01Lead follow-up automation$16,128 / yr
02Proposal generation engine$12,096 / yr
03Reporting assembly agent$8,640 / yr
04Job data sync between tools$7,200 / yr

02 · Prioritized AI roadmap

The three to five highest-return opportunities, ranked by impact, feasibility, dependencies, and risk. Built around your tools, your team, and your biggest leaks. Not generic.

AIOS architectureIntegration map
Sources
GmailOutlookPDF
AI agents
Intake agentExtraction AIOutput genReview flag
Outputs
SlackDriveDoc

03 · AIOS architecture

A visual plan of your AI operating system: what it handles, what it connects to, what stays human, and what comes off your team’s plate. Built for a bounded process first, not a company-wide rebuild.

Your operation, in numbers

What is manual work costing your business?

Adjust three numbers and select your tools. Your total updates as you go.

01

The work your team repeats

10people
10hrs
$50
02

The tools you pay for

Your current cost

$0

per year in manual work + selected software

Manual work · labor value$0
Software · 0 tools$0
Team time tied up each week0 hrs

This is the cost today. The audit finds what can be reduced, removed, or put to better use.

Find the work worth changing.

The AI ROI Audit identifies where you can save time, simplify workflows, and reduce costs.

Book a free 30 min strategy call

Delivered project · Adolphs Bautenschutz

Days to minutes. One system delivers the proposal end to end.

Adolphs Bautenschutz

Construction quote workflow

Preparing a quote used to take days. The work depended on collecting the right customer details, applying the company's own pricing rules, and assembling the offer.

We built a focused workflow around those rules. It prepares the quote for the team to review, turning repeated preparation from days into minutes.

The team's role

Review the offer. Keep the decision.

Work coming in

01Customer request
02Project details
03Pricing rules

Quote workflow

Approved pricing, template, and preparation rules

Work coming out

Quote prepared
Team notified
!Exceptions flagged
The workflow prepares the offer around the company's own pricing rules; the final decision stays with the team.
2 daysQuote preparation before
15 minQuote preparation after
$38K / yrEstimator time saved
120+Quotes prepared for review

The founder

Five years building AI that works in the real world.

  • Five years in applied AI

    Building and deploying systems for real businesses.

  • Engineer, product manager, consultant, and entrepreneur

    A practical view across the business case, product, and build.

  • 10,000+ professionals trained

    Helping people understand and use AI in their work.

  • 20+ AI projects led and shipped

    From early diagnosis to a working system in production.

  • Hands-on from business case to launch

    Akram stays close to the decisions that make the system useful.

Are we right for you?

We only take on work we know we can improve.

A good fit

  • Your team repeats the same work every week
  • That work costs meaningful time, money, or missed revenue
  • Someone can walk us through how the process works today
  • We can access the people, tools, and data involved
  • Success can be measured, and someone will own the system

Not a fit

  • The process changes every time or has no clear owner
  • The main goal is replacing people, not improving the work
  • AI must make high-risk decisions without human review
  • The key context, tools, or data are unavailable
  • You need a conventional app unrelated to an AI-enabled workflow

FAQ

Questions before you start?

Clear answers about the AI ROI Audit, implementation, ownership, fit, and cost.

What is the AI ROI Audit?

It is a paid, fixed-scope engagement that maps the significant workflows across the business, quantifies the best opportunities, and produces a ranked implementation plan.

Can we go straight into implementation?

Yes, when one workflow is clear and the process, owner, tools, data, approval points, and outcome are already known. When the opportunity is wider, we start with the audit.

Why not just build the automation we already want?

Because the requested build is often the visible symptom, not the highest-return fix. Mapping the work can reveal a process issue, an existing product that already solves it, or a more valuable bottleneck upstream.

Will we need to replace our current tools?

Usually not. Mnday Labs works around the stack already in place when it is fit for purpose. If an existing tool solves the problem better than a custom build, that is the recommendation.

Who owns the system and the data?

You do. The implementation is designed for client-controlled accounts and infrastructure, with permissions, documentation, recovery information, and a named owner.

What can you build?

One agent, several coordinated agents, an automation, an internal system, a web app, a dashboard, or a combination. The workflow and business case determine the shape, not a fixed package.

Do we need a technical team?

No internal engineering team is required, but every system needs a business owner and access to someone who can explain the real process. The handoff includes documentation and training.

What does it cost?

The audit and any implementation are scoped around the work, business context, and delivery requirements. Audit pricing is discussed on the call rather than published on the website.

Let's talk

Start with clarity. Build what pays.

Book a free 30-minute strategy call. We'll go through how your operation runs today, show you where AI wins back time and money, and leave you with a clear roadmap, whether or not we build it.

Book a free call