Korumia

AI agents for agency founders

A multi-agent system for agency owners. Pressure-test utilization, pricing, retainer structure and new-biz strategy with AI agents that remember your client mix.

What "AI agents for agencies" actually means in Korumia

Korumia gives you a multi-agent system built for agency owners — CEO, Marketing, Finance, and Operations agents that tag each other via @, search the web, read and generate files, and share a memory system. Running an agency generates a distinctive catalog of strategic questions — around utilization, pricing discipline, client concentration, service-line economics, and new-business cadence — that look different from product-business questions in almost every dimension. Your inventory is people's time; your margin lives or dies on how that time gets sold and staffed; almost every strategic call is a staffing call in disguise. Korumia is built to sit in the middle of those conversations with your AI agents, with persistent context on your service mix, client concentration, average retainer size, and the decisions you have already made, so you get a structured multi-angle view instead of a one-voice read.

In practice, that shows up in the Tuesday-night questions agency owners actually bring. Is this utilization slump a pipeline problem, a staffing-mix problem, or a scope-creep absorption problem? Should we raise rates across the book now that realization has slipped below 75%, or pick a handful of clients? Do we take the fat project with the shaky client or hold the slot for retainer growth? Is our new-business win rate low because positioning is soft, or because we are chasing the wrong brief set? How do we de-risk the 40% of revenue coming from one client without signalling panic to them? Each is a real agency decision with real people's livelihoods at stake, and each one benefits from your Marketing, Finance, and CEO agents arguing the trade-off in front of you before you commit.

What Korumia is not is an operations tool. It does not connect to your resource-planning software, your CRM, your time-tracking, or your project-management stack. It is the strategic layer above the ops — the voice in the room that helps you decide which move to make this month, how to sequence the next three, and how to frame the change to your team, your partners, or your biggest client.

Where agency founders get real value out of the agents

There are a handful of recurring moments in an agency's life where a Korumia conversation consistently earns its keep, and they cluster around decisions that cost real money — in talent, retention, or reputation — to get wrong.

The first is the pricing and scope conversation. Agency pricing is less a rate-card exercise than a discipline problem: how to hold the line on scope when the client adds "one more thing," how to price retainers so scope creep does not silently eat your margin, when to move from hours to deliverables, and whether to raise rates across the book or case by case. A good multi-agent conversation separates scope-creep absorption from genuine scope growth, looks at your realization rate and effective rate side by side, and stress-tests whether the rate raise actually lands or just loses you the lowest-margin third of the book. The Finance agent frames the realization math; the CEO agent holds the client-equity line; the Marketing agent stress-tests whether the positioning supports the rate you want to charge.

The second is utilization management. Utilization is the single most diagnostic agency metric and the single most misread one. A 70% utilization figure could mean the agency is healthy and has slack, could mean you are understaffed and burning people out against a high target, or could mean you are overstaffed against a soft pipeline. The agents walk through the split between billable, invested (new-business, internal), and bench, by role, and help you decide whether you are looking at a sales problem, a delivery-mix problem, or an operating-target problem. The worst move is to fire or hire against the wrong read.

The third is client concentration and risk. Most small agencies carry a client-concentration profile that would get flagged in any serious due-diligence — a 30%, 40%, sometimes 50% single-client share that has stayed "the thing to fix" for two years. A concentration conversation works through which revenue is at actual risk (renewal cycles, key-contact tenure, category budget), whether the answer is new logos, expansion inside other accounts, or a service-line shift, and how to have the strategic conversation with the large client without spooking them into hedging.

The fourth is the new-business grind. New business is a permanent operating expense at any agency, and the question is less whether to do it than where to aim it. Do you narrow your positioning to a vertical or a service line and trade optionality for pipeline quality? Do you invest in a referral/community bet and accept a six-month lag before it shows up? Do you buy a body to own outbound or stay founder-led? The agents can walk through the expected ROI shape of each bet, what tends to break at your stage, and help you pick one and commit for long enough to read the signal.

What makes Korumia different for agencies specifically

Three mechanics make this a real multi-agent system for agencies rather than a chat wrapper.

Shared memory that carries service mix, retainer shape, and client context. Your agents remember your service lines, your retainer vs project split, your average account tenure, your recent pricing decisions, and the operating debates you have already had — so a conversation about a rate raise in month eleven knows about the scope-creep absorption problem you flagged in month three. Agency decisions compound; shared memory is what makes the agents useful across a full year instead of episode by episode.

Multi-agent collaboration for cross-functional agency calls. A new-business positioning shift is never just a marketing call — it is a staffing call, a service-line call, and a pricing call, all at once. In Korumia you tag the Marketing agent, Finance agent, and CEO agent into the same thread and watch them argue the trade-off. They can also search the web for competitor positioning and read briefs you upload. This is the reason positioning, pricing, and client-concentration conversations come out sharper here than in a single-voice tool.

Pay-as-you-go economics that match how agency strategy work actually happens. Strategic thinking in an agency comes in bursts — a rate review, an RFP go/no-go, a service-line launch, a post-loss diagnosis. A subscription tool would bill you for the delivery weeks in between. Korumia charges only for the tokens you use, so most agency founders running the agents seriously land in the low double digits per month — the cost of a single billable hour you would otherwise spend unbilled staring at the wall.

Sample questions this agent team handles

  • "Utilization has held at 68% for three quarters while we have grown headcount by four. Are we overstaffed against our current pipeline, or is the pipeline the problem — and how do we diagnose before we make a staffing call?"
  • "One client is 42% of revenue. The work is stable. Do we actively de-risk now, or do we hold and use the margin to fund diversification — and how do we talk to them about it?"
  • "We are considering moving from hourly to deliverable-based pricing on retainers. What tends to break, and how do we sequence the change across the current book without losing anchor accounts?"
  • "Our new-business win rate is 18% on RFPs we bid. Is that actually bad at our stage, and if so is the problem positioning, qualification, or the pitch itself?"
  • "We are debating narrowing to a vertical positioning. The upside is pipeline quality; the downside is shrinking optionality. How do we think about the decision without over-indexing on the loudest recent loss?"
  • "AI is starting to compress the margin on a third of our deliverables. What does a realistic three-year service-line evolution look like, and which parts of the book do we lean into versus let shrink?"

Related agents and use cases

  • AI CEO Agent — the strategic seat in every positioning, pricing, and concentration conversation above.
  • AI for pricing strategy — deeper dive on rate structures, retainer design, and pricing transitions.
  • AI Marketing Agent — the positioning and new-business voice in every agency-level call.

Who this is (and isn't) for

This is built for agency founders, managing partners, and heads of growth who are making real strategic calls — on pricing, utilization, client concentration, service-line shape, or the new-business bet — and want a grounded multi-agent conversation before they commit a hire, a rate change, or a positioning shift. It is not a replacement for your senior network, your CFO, or your ops stack, and it is not a fit for freelancers who have not yet assembled a team. If you have a real service business, measurable utilization, and the kind of decisions that keep you up on a Tuesday night, this is the slot the AI agent team fills.

How Korumia works

A true multi-agent system

Agents hand off to each other via @mentions, search the web, read and generate files and images, and share a memory system so every agent has the relevant context.

Deep company context

Every agent understands your industry, your customers, your goals. No more explaining your business from scratch every conversation.

Pay only for what you use

No monthly subscriptions or commitments. Add credits when you need them, use them at your own pace. 100 credits ≈ 10 conversations.

Frequently asked questions

No. Korumia is the strategic layer, not an operations integration. It does not read from Harvest, Float, Notion, Asana, or your time-tracking. You bring the numbers you already track — utilization, realization, effective rate, retainer count, client concentration — and the agents help you reason about what they mean and what to change. A resource-planning tool answers who works on what; a multi-agent system helps you decide whether your whole model still holds.

A senior friend is better at one conversation, worse at being available on a Tuesday night at 11pm when the RFP is due Thursday. Korumia is for the second category — the routine strategic questions that build up between the rare one-hour mentor calls. It also carries persistent context about your agency, so you are not re-explaining your service line, your client mix, or last quarter's staffing debate each time. It complements real senior relationships, it does not replace them.

Sized for both, with different conversations. Small-boutique questions are mostly about pricing discipline, client concentration, when to make the first operations hire, and how to say no to out-of-scope work without losing the account. Mid-size agency questions add utilization management, service-line economics, and leadership-layer build-out. The agents adapt to the shape of the question; they do not assume a specific headcount.

They can pressure-test your framing and your win theme, challenge the scope you are considering, and help you decide whether to no-bid. They can also read the brief you upload and search the web for competitor context. What they will not do is write the pitch deck for you or assemble case studies on your behalf. The useful conversation is typically an hour before the brief is due, walking through whether this is a fit, where the bar is set, and what a disciplined scope looks like — not outsourcing the actual creative work.

Honestly and specifically. AI is compressing margin on certain deliverables (asset variants, first-pass copy, basic media-buy optimization) and expanding margin on others (strategy, senior creative direction, complex integrations). The agents will walk through where your current service line sits on that curve and what the three-year model probably looks like. They will not tell you to fire half the studio or triple your rates — both are usually wrong — but they will force the conversation you are avoiding.

It is one of the best forums, specifically for the parts that are strategic rather than tactical. Whether to narrow your positioning, which RFPs to no-bid, how to structure your referrals and community bet, what a realistic win rate looks like at your stage — those are all recurring strategic conversations that benefit from a multi-agent pressure-test. The actual outreach, the relationship work, and the senior buying conversations are still on you.

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AI Agents for Agencies — Utilization, Retainers & Growth | Korumia