Moshn builds AI systems that prepare follow-ups, process documents and keep your tools in sync. Built around your existing team, with their approval where it matters.
30 minutes · Free · No obligationDeal history, pricing and playbooks pulled together.
Answers from their own files, with sources.
Finished and ready to send. Runs 24/7.
Lead response time. 3× qualified pipeline in two months.
“Now it lives in one company brain the whole team can ask.” Steve Hui, Founder.
Brands we’ve worked with
Client feedback
“As an executive recruiting firm, everything we do is relationship-driven, so we were wary of automating outbound. Artem built us an AI outreach system that tested messaging, learned from what prospects said, and kept improving. By the end of the pilot we had a genuine pipeline and a new client signed.”
Sarah TelgarskyPrincipal & Sales Lead · Impact Partners“Five years of institutional knowledge and project history lived in files we had to manually search. Now it’s a single system the whole practice draws on. It answers from our own work, holds our standards, and never forgets a thing.”
Brett Roake-BarefootPrincipal · Ministry of Architecture + Interiors01 / Automation in practice
Here’s one example: an invoice comes in, the details are prepared and a mismatch is sent to the right person.
Illustrative workflows with fictional data. Your build follows your process, rules and tools.
Invoice processing
The system reads the invoice, prepares a draft bill and checks the amount against the purchase order. Finance reviews the exception with the details already attached.
PO-204: $2,200 · Invoice: $2,400
Review the difference before approval.
A draft bill and the mismatch go to the reviewer. No payment is made.
Illustrative workflow · Fictional data
Customer support
Sort incoming requests, pull in customer context and prepare replies to repeat questions. Give your team the issues that need judgement, with the history already there.
Hi, where is order #1042? I haven’t had an update since Monday.
Dispatched · Tracking available
Hi Jamie, your order has been dispatched. You can follow its progress using the tracking link below.
View order trackingSource: order #1042 · Shipping guidance
Routed to a support specialist with the conversation attached.
The routine reply is ready for review. A separate refund dispute goes to a specialist.
Illustrative workflow · Fictional data
02 / What else we build
A report someone rebuilds every Friday. A follow-up that gets forgotten. Information buried in a shared drive. Choose an area to see what we can take off your team’s plate.
Reduce the cost of manual data entry.
Forms, documents and incoming requests
Your fields + processing rules
We map the documents your team handles, the fields you need and where the data goes. The workflow extracts information and checks it against your rules. Unclear or missing details go to a person for review before records are updated.
Spend less time preparing the next step.
Conversations, sales records and call notes
Your sales process + approved templates
We connect the accounts and records you approve, then prepare follow-ups or proposals from the available context. Your team checks pricing, commitments and the final message. Available integrations and account requirements are checked before the build.
Start new work with less back-and-forth.
A new customer and their intake information
Your onboarding checklist + handover rules
A completed form or approved deal starts your onboarding checklist. Information is added to the agreed records, missing details are flagged and owners receive their next tasks. We test the handoffs with your team before rollout.
Stop rebuilding the same report.
The business data your team already collects
Your reporting format + source records
We agree which sources and calculations belong in the report, then automate the collection and preparation. Figures remain traceable to their source. Missing or conflicting data is flagged for review, so your team can check the report before sharing it.
Help your team find the answer faster.
Your procedures, templates and business knowledge
The information each person can access
We organise approved documents and procedures into a searchable knowledge base. Your team can ask questions through an agreed interface, with source references and access controls. We define who maintains the material and what happens when the system cannot find a reliable answer.
Works with your stack
We start with the software your team already uses and check which connections are available. If a new tool would help, we explain the reason and the cost before you decide.
Less manual work across your business. 30 minutes · Free · No obligation.
Book a free intro call03 / How it works
Audit
After an introductory call, we map the chosen workflow with your team. We agree the deeper discovery work, expected benefit and costs before the build.
You get: a defined scope, quote and success measures.
Build
We connect the agreed tools and build the repeated steps. Your team tests it with real examples, including missing information and cases that need a person.
You get: a working system tested against your process.
Launch
We roll it out with your team, document how it runs and train the people using it. Ownership, access and the handover are agreed in your scope.
You get: team training, documentation and a clear handover.
Improve
Compare time spent, rework and running costs with the starting point. Agree monitoring, maintenance or further improvements based on what your team needs.
You get: a review of results and separately agreed support.
Make the business case
Copying data between tools. Preparing documents. Chasing updates. A few hours per person adds up across a team. Use your own numbers to see the cost.
Minutes per person, per week
Estimated manual workload
20 people × 210 min ÷ 60 = 70 h a week. Illustrative workload, not a savings forecast. Use a fully loaded hourly cost in your own currency. Annual estimate assumes 52 weeks; only some of this work may be worth automating.
Meet your builder

Previously at Microsoft & Relevance AI · Built for AWS, Deel & Auckland Council
68k+ followers on Instagram. I share how I build AI systems in public, and 9,000+ founders and creators read my weekly newsletter on practical AI.
Ex-Microsoft and Relevance AI. Engineering at big tech and at one of the first AI agent platforms, now applied to your team’s workflows.
Built for brands like AWS, Deel and Auckland Council. Same method every time: find where the hours go first, build second, hand over the keys.
Software engineer. I work directly with you to understand the process, build what helps and give your team a system they can use.
“Good automation starts with understanding the work.”
A few good questions
Established businesses with teams doing repeatable work across sales, operations or customer service. Industry matters less than the process: how often it happens, how much time it takes and whether improving it would justify the investment.
Often, no. We start with the software your team already uses and check which connections are available. If a new tool would help, we explain the reason and the cost before you decide.
The introductory 30-minute call is free. Any deeper workflow audit, discovery or build is scoped and quoted separately, with software, AI usage and support costs made clear. You can weigh the full cost against the likely benefit before committing.
We establish a baseline for the agreed workflow: volume, time spent, rework and operating costs. After rollout, we compare the same measures and account for the cost of running the system. Hours freed up are extra capacity; cash savings depend on which costs actually fall.
We handle implementation and train the people who will use it. You provide a process owner, examples of the work and access to the agreed tools. Documentation and support arrangements are part of the handover.
Before access is granted, we agree which data is needed, who can use it, which services process it and how long it is kept. Access controls and provider settings are reviewed for your build. Confidentiality terms, including an NDA where needed, are agreed up front.
Yes. That is usually the best starting point. A contained build gives your team something useful to test and gives us evidence for whether expanding makes sense.
Ownership, account access and any third-party licences are set out in your project scope. We document the workflow and train your team. Monitoring, maintenance and ongoing improvements are agreed separately so you know who is responsible and what it costs.
Start with a conversation
Bring one repeated task to a free 30-minute call with Artem. We’ll discuss how it works today, where automation might help and what we need to find out next.
30 minutes · Free · No obligation
A first conversation about fit and next steps. A detailed workflow audit or build is scoped separately.
Recording and transcription are optional. We ask for your permission before capture starts. Prefer no recording? We take manual notes.
Prefer email? Tell Artem what you’re working on

Opens the calendar full screen. Pick any time that suits you.
For established teams ready to invest in more efficient operations.