A brain, then the team, then the jobs
What you described stacks into three layers: build the brain that holds the context, get the whole team onto it and fluent, then run the repeatable jobs off it. Delivery follows pain and impact, not strictly this order - the brain is the foundation everything hangs on, and the brief is the fastest win sitting right on top of it.
The brain
The foundationOne place holding the transcriptions, reports, meeting minutes, client history and tone of voice - connected over MCP so it reads context widely, not dependent on perfect folder names. Survives people going on leave or leaving.
Team-wide access & fluency
The enablerEveryone on Claude and Gemini over the company data, ChatGPT retired, and the team trained - you lead, we and outside experts back you. Built model-agnostic, so you are never locked to one provider.
The jobs, done for you
The quick winsAsk the brain anything - a client update, the tone of voice, a draft brief off the call transcription automatically. And a custom tool to get time tracking and project management off the spreadsheets.
A working document. We rank and reshape these together, not a fixed plan.
Priorities, in order
Ranked by impact against effort, from what we heard on the call. Tap to expand. Nothing locked - we ranked these together, and we reshape them as phase one sharpens the picture.
The brain
All the context in one place - ask it anythingThe pain
- Context lives in people's inboxes and heads - on leave or after they leave, it is gone.
- Handing a client to a new account manager means draining the old one's brain.
- Hunting across folders, inboxes and spreadsheets for tone of voice, history and context.
What we would build
- One brain holding the transcriptions, reports, minutes, client history and tone of voice.
- Connected over MCP - reads context widely, not dependent on perfect folder names.
- Ask it anything: a client update, the tone of voice, a first-draft brief. Built model-agnostic.
The brief, written for you
Off the call transcription, automaticallyThe pain
- Around 20 briefs a week, each taking roughly an hour to write up after the client call.
- Nothing in the brief was not already said on the call - it is re-keying.
- Even uploading files by hand feels clunky, and trips people up.
What we would build
- The brief drafts itself off the call transcription - no uploading, no typing.
- Lands in your format for the videographer and content team; a human just checks it.
- The first repeatable pattern off the brain that you can teach the team.
Off the spreadsheets
A custom tool that actually fits retainersThe pain
- Time tracking and project management run on spreadsheets.
- You are ~80% retainers, and agency software is built for projects - nothing off the shelf fits.
- A rough version exists, but no clear path from "looks good" to "actually used and good".
What we would build
- A custom, retainer-fit tool for time tracking and project management - tailored, not borrowed.
- Connected to the brain so it is not another silo.
- Replaces the spreadsheets without bolting on yet another system to maintain.
Training & enablement
Turn your fluency into the company'sThe pain
- You are self-taught and a bit obsessed; the team is not there yet.
- Real examples from your own work land better than generic courses.
What we would build
- Phase two includes training you and the team to keep going beyond the build.
- Playbooks from your own jobs; internal champions so it sticks.
- Then it is your call - self-serve, or keep us on retainer.
On the radar, not yet
AI-assisted outbound / lead-genWhy parked
- Likeable Lab has never done outbound - every client since 2016 has come inbound.
- You mentioned maybe changing that "a little bit" as you scale, but it is not this engagement's focus.
If it comes up later
- The brain could support target research and first-touch drafting once the internal side is bedded in.
- A separate conversation - flagged so it is not lost.
Pain against ease of build
Top-right goes first. The brief is the fastest win and runs straight off the brain; the brain itself is the high-impact foundation everything hangs on. The custom tool is a bigger, proper build, and training rides through phase two. Outbound stays parked.
The team, and how the know-how flows
Today the context sits in people's heads and inboxes - so a handover means draining someone's brain, and a holiday means the answer waits. The brain makes itself the first stop. Toggle to see the shift. Names below are provisional - we have not confirmed the full team yet.
From client brief to delivery - and where the brain plugs in
Client brief call
Account managerClient briefs a shoot or campaign on a call.
Brief written up
The brainWhere it plugs in: the transcription drafts the brief in your format, automatically.
Produced
Videographer / contentVideo and content created from the brief.
Review
Account managerChecked against the brief and the client.
Delivered
Account managerPublished or handed to the client.
The people
Nick McDonald
Founder / ownerThe AI driver right now - self-taught, sets everything up, hands jobs out. The aim is to move you from the centre to the escalation point.Feeds the brain
Head of creative
Creative lead · name TBCStrong on creative AI already - out of scope for help, but a key knowledge-holder to feed the brain.Feeds the brain
Head of strategy
Strategy lead · name TBCSets up strategy projects and ran into the upload-vs-connect clunkiness first-hand. A knowledge-holder and an early adopter to feed the brain.Feeds the brain
Account managers
Client-facingRun client calls and write the briefs. They hold the client context - the brain captures it so a handover or holiday stops being a problem.Feeds the brain
Content team
ProductionCreate the content off the brief - benefit from clearer, faster, consistent briefs.Asks the brain
Videographers
ProductionShoot to the brief - same benefit: it arrives complete and in a known shape.Asks the brain
"Tom"
Role TBC - please confirmYou mentioned sending jobs to Tom while experimenting - we have not pinned down the role or spelling yet.To confirm
The systems, and how they fit
You are Google-based end to end, so Workspace is the home the brain plugs into. Here is the full tool list from the call, with a call on each one - keep, connect, replace or leave alone. You flagged there are likely another four or five we have not mapped yet; phase one captures those.
The integration prize
Connecting the brain over MCP across Workspace - reading context widely from Gmail, Drive, Fireflies transcripts and the tools that expose it, without depending on perfect folder names, while respecting each person's access level. Get that right and the team self-serves safely. This is the lever the whole build turns on.
Google Workspace
Gmail, Drive and Gemini - the whole team is on it. The data the brain reaches into.
Connect · the hub the brain reads over MCPClaude
Your pick - "the Mac daddy at the moment". Hosts the brain and the projects.
Lead model, connected over MCPGemini
Already in everyone's Workspace - the first to switch on, and your fallback if you ever move off Claude.
Switch on first · model-agnostic buildFireflies
Transcribes your client calls - it is what built this guide. The raw material for the briefs and the brain.
Connect · feeds the brain automaticallyXero
Your accounting system. You noted everyone has the same level of access here.
Keep · connect for finance context, access respectedAgency Analytics
Client reporting today - but expensive, and you would love to get off it.
Replace · automate reporting off the brainGain
Your approvals tool - and the one piece of software you actually like.
Keep · integrate rather than rebuild, unless we can clearly beat itTrello
Where some project management lives, alongside the spreadsheets.
Consolidate · fold into the custom retainer-fit toolSpreadsheets
Time tracking and project management today - because no agency software fits an 80%-retainer model.
Replace · the custom tool that finally fits retainersAdobe & design suite
The creative production stack.
Leave alone · creative space, you have it handledChatGPT
Current subscriptions across the team.
Retire · once Claude + Gemini landAnother four or five
You flagged there are more tools we have not listed yet.
Surface in phase one · the full pictureOpen questions
A few answers sharpen the roadmap. The call settled several already (Claude + Gemini, the MCP approach, the two phases) - these are what phase one works through together.
The brain & access
The tools
Scope, budget & timing
Working assumptions
These shape the estimates; the first is the big lever. Several are still to confirm - flagged as such rather than asserted.
The key unknown: how the brain connects
The build rests on connecting over MCP across Workspace - reading context widely rather than chasing perfect folders, while respecting who-can-see-what. We confirm the right Claude connectors and Workspace permissions before going wide. Fallback if a connector is missing: connect the sources we can and widen as access allows.
Access permissions are correct, and the brain respects per-person levels
You report the Drive tidy-up as just finished - to be verified by the test users before whole-team access.
Claude + Gemini are the chosen tools
Decided on the call; ChatGPT retired once they land.
Fireflies is the transcription source
Confirmed - it built this guide and feeds the briefs and the brain.
Built model-agnostic
Our default - you will not be locked to Claude if you move to Gemini or another platform later.
The whole team is on Google Workspace
Gmail, Drive and Gemini across the company - stated on the call.
Creative AI is handled in-house and out of scope
You and the head of creative have it covered - we do not touch it, nor the Adobe stack.
Roughly a $30k phase-two budget
Your figure on the call (government-funded pilot portion) - to confirm the exact number and what it covers.
Late-July start
Assumed, pending the senior team (two SLT + one) back from leave - you would rather not start mid-crunch.
Finance-client data carries confidentiality limits
Likely, given the client base - to confirm what may and may not go through AI.
No current outbound motion
Every client has come inbound since 2016 - stated; AI-BD stays parked unless you pull it in.