An AI agent that knows your whole company, talks to your systems, and orchestrates the other agents in the network. You talk to the Brain — it makes information connect in seconds. It's the starting point for everything we build.
Three things shifted at once for mid-sized companies in the last 24 months. Together they're creating real competitive distance between those who adjusted operations and those who haven't.
Companies replying to proposals in hours are closing deals that used to go to those replying in days. The difference isn't talent — it's the right information in the right hands at the right moment. Anyone still on slow email loses without understanding why.
Senior staff consolidating spreadsheets, cross-referencing reports and formatting numbers is money lost every month. It used to be invisible because it was standard. Now that 80% of it can be solved, keeping the old way is direct competitive cost.
Sales doesn't talk to Operations. Legal finds out about the deal late. Finance reacts instead of preventing. Above 30 people this stops being detail and becomes a growth ceiling. Companies that connect this network internally grow without the linear "hire more".
Every important decision today depends on connecting data scattered across different systems, different people, different formats. That's the silent bottleneck stopping your team from thinking more and operating less.
You decide without consolidated visibility. To answer "how are we doing this month?", you ask 3 departments and wait 2 days.
Meetings start with 30 minutes of "let me update you". Real discussion begins when time is already up.
Reps enter calls without full client context. Lose deals because of information that lived in another department.
Every urgent contract demands ping-pong with Sales, Ops, Finance. A simple decision takes days.
Picking a vendor requires 4 sequential approvals. Each stalls for 1-2 days. A week-long decision turns into a month.
Expensive people doing repetitive work: copying data, comparing spreadsheets, formatting reports. That shouldn't be where their time goes.
Mesh solves a specific problem at a specific moment. If your company isn't there yet, you don't need us — yet.
Too small and you can still organize it from your head. Too large and you have an internal team building this. The sweet spot is an operation that grew faster than its structure.
Sales doesn't talk to Operations. Legal doesn't see the deal. Finance finds out too late. If that reminds you of a Monday meeting, this is for you.
Company with paying customers, real decisions, pains that cost money. Mesh optimizes what already works — not the work of figuring out what will.
For any company, the first agent that goes into production is the Brain. It's the one that knows the whole, talks to your systems, orchestrates the specialist agents, and answers questions that cross every area. You talk to it — it makes the operation happen.
Areas, processes, people, recurring decisions, systems, data, internal vocabulary.
CRM, ERP, databases, spreadsheets, messaging tools, email, calendar.
Knows when to call each vertical agent. Agents don't talk to each other directly — everything goes through the Brain.
Every conversation it understands more about how your company decides. The more it's used, the more useful it becomes.
WhatsApp, Slack, Telegram. Ask it on the channel your company already uses. No new tool to adopt.
Every build starts with the Brain. In 3 weeks it's in production, in use by the team.
ChatGPT is a generic assistant. A custom agent is an isolated tool. Mesh is a network where each area of your company gets a specialist that talks to the others — and everything goes through you before becoming action.
8:45 An investor emails asking for a quarterly update. You read it on your phone over coffee.
8:46 You ask Brain on WhatsApp: "prep me a quarter update on sales and operations".
8:46 Brain queries Sales (pipeline and closings), Finance (revenue, average ticket, margin) and Marketing (channels, CAC).
8:47 You receive a formatted summary with a comparison vs last quarter. You read it in a minute, tweak one sentence.
8:48 You say: "draft a reply to the investor". Brain shows the draft.
8:49 You read, approve, send. Total time: 4 minutes. Before, it was the whole morning chasing spreadsheets from three departments.
Once the Brain is in production, we start building specialist agents based on what your company wants to unlock first. Each one follows five principles — battle-tested in real operations, in daily use.
Every conversation, decision and context stays recorded. Over time, the agents understand how your company thinks and decides.
Each area gets its own agent: Sales understands pipeline, Legal understands contracts, Finance understands cash, Procurement understands vendors.
Specialists don't talk to each other directly. Every exchange goes through the Brain — it orchestrates, records, keeps the context unified.
Agents do the hard work: cross-reference, compare, synthesize, suggest. You read, validate, decide. They never act without your approval.
Every agent action is logged: what was asked, what was checked, what was suggested. No black box, no surprises.
In every case below, the user talks to the Brain — which calls the necessary specialist agents, cross-references data, synthesizes, and replies. You read, validate, decide. No agent acting on its own.
You ask Marketing, Sales and Finance. Each sends a different spreadsheet. You wait 2 days. Spend an hour consolidating. Send it without certainty the number is right.
You ask Brain on WhatsApp: "draft me a quarter update for the investor". In 30 seconds it cross-references Sales, Finance, Marketing and HR. Hands back a ready summary. You read, tweak a sentence, send.
Each director brings a number, in different formats. The first 30 minutes are "let me catch you up". Strategic discussion starts when half the hour is gone.
At 8am Monday, Brain sends the briefing to the group: weekly sales, operational metrics, alerts, pending decisions. Each director reads and adjusts before the meeting. You start straight at the decision.
Five tabs open: CRM, LinkedIn, internal Slack to see if anyone already talked to them, email for prior threads, the company's website. Twenty minutes prepping. Misses a detail and finds out on the call.
Rep asks on WhatsApp: "prep me for the call with [Company]". Sales agent pulls history, Marketing investigates site and recent news, CS confirms whether there's an open ticket, Finance checks if they're a customer in another unit. Rep gets a summary in 1 minute, validates, joins prepared.
The director reads the contract. Calls Sales to understand the deal. Asks Operations to confirm capacity. Validates terms with Finance. Two or three days of back-and-forth before deciding.
The director forwards the contract to the Legal agent. In minutes it returns with an opinion cross-referencing Sales (deal, urgency, value), Operations (capacity), Finance (margin accepted in similar deals): "Clause 4.2 deviates from our standard. Recommendation: approve with the suggested adjustment." Director reads, tweaks, sends back.
Requests quotes from three vendors. Waits a week. Compares spreadsheets. Sends to IT for security review. Sends to Legal for contract review. Sends to Finance for budget approval. Each validation stalls 1-2 days. A week-long decision becomes a month.
Manager hands the request to the Procurement agent. In parallel: the agent pulls history of similar vendors, IT validates technical requirements, Legal checks against standard contracts, Finance confirms budget. By end of day, the manager gets a package: "three quotes compared, two approved by departments, recommendation: Vendor B." Decides.
CSM opens CRM, opens tickets, checks usage history, reads recent threads, drafts a reply. Five minutes per complaint, times eight complaints per day, plus the mental load of context-switching.
CSM asks: "prep me to reply to client X". CS agent pulls history, Product sees recent changes that affected the account, Sales confirms strategic value (LTV, expansion), Support brings recent tickets. CSM gets a ready package in 30 seconds, adjusts tone, sends.
Your agents reach data where it already lives. No migration, no system rewrites, no "platform rollout".
Don't see your system listed? We connect to anything with an API or a database. Most agents in our framework already talk to custom internal systems — that's the job.
You're not hiring people to study the problem for months. You're hiring to have an agent operating fast. In 3 weeks the first agent is in production, in use by the team.
We map the company: departments, systems, pains, data, daily decisions. Together we decide which agent ships value first.
In 3-4 weeks the first agent is operating — usually the CEO's Brain or the most critical area. The team starts using it.
Monthly, a new agent comes online: Sales, Legal, Finance, Procurement. The network gains density.
We keep the network running, add new features as the company asks, train the team to operate with autonomy.
Most clients ask "how long?". Here it is, week by week, what you'll feel happening in practice.
Short calls (1h each) with you and key leaders — Sales, Legal, Operations, any critical area. We map systems, recurring decisions, the pains that hurt most. Not a theoretical workshop: real listening.
One meeting with you to review how it'll work: what the Brain will know, which systems it'll talk to, where you'll talk to it (WhatsApp, Slack, Telegram). You adjust whatever you want. From there, our team builds.
Initial version in production, connected to the agreed systems, trained with your company's knowledge. You start using it — asking, adjusting, giving feedback. We tune blind spots in real time.
The Brain is in the routine. You ask before meetings, end of day, weekends. It sharpens as you use it. The leaders who saw the design in week 2 start using too. The second agent enters discussion.
It's not consulting delivering a report. It's not software you have to configure. Mesh owns it from strategy to operation — you watch the result, not the process.
Strategy: which agent goes first, in what order, connected to what
Design of each agent: knowledge, tone, rules, boundaries
Full build, from zero to production
Connection with your systems (CRM, ERP, spreadsheets, banks, tools)
Team training to use and operate with autonomy
Active operation: adjustments, improvements, new contexts on demand
Weekly check-ins to review what's working
Everything that holds the operation up behind the scenes (you don't see it, but it's there)
We don't have off-the-shelf packages. Tier, scope, timeline and price come out of our first conversation — after we understand your areas, systems, and where the network delivers value fastest. You receive a detailed proposal within 5 business days.
B2B in Brazil and elsewhere can't play around with this. Mesh was designed from day one to run with sensitive data without becoming a risk.
Agents access your systems, but data doesn't leave the environment you already control.
Your information doesn't train any model — ours or anyone else's. Each client is isolated from the next.
Personal data handling respects purpose, retention and data subject rights. LGPD/GDPR-aligned from the ground up.
Every agent action is logged: who asked, what was checked, what was suggested, who approved. No black box.
Each agent reaches only what it needs. Each person talks to the agents they're allowed to. Permissions follow your hierarchy.
An agent never acts without your approval. The risk of a wrong decision isn't higher than what your team already faces.
We build to run in your team's hands from day one. No PoC, no "validation phase" that never ends.
In 3-4 weeks the first agent is in production and in use. The rest of the network comes online from there.
The first projects are personally led by the person who designed the framework. No outsourcing, no junior learning on your project.
You don't build an internal team, you don't buy software. Mesh owns it from the first meeting to live operation.
The first 30 days are "wow, this works". Six months in is when the old way of operating feels strange. It's hard to go back.
You stop asking anyone for reports. You ask on WhatsApp and get answers in seconds, with data cross-referenced from every department.
Briefings arrive beforehand. Discussion starts immediately. You leave the meeting with a decision made, not "let's validate and circle back".
Expensive people stopped copying data, comparing spreadsheets and formatting reports. They're structuring, deciding, scaling.
New hires arrive with context. They ask the Brain what they need to know about a client, deal, vendor — without bothering busy teammates.
And the operation doesn't stop. Each area keeps deciding with context, agents keep running, you come back to no fire on the desk.
When someone on your team uses plain ChatGPT, they feel they lost a whole layer of context. The Mesh way became the default.
Starts with a 60-minute conversation. No cost, no commitment. You leave with clarity on what makes sense for your company, which agent goes first, and how long it takes.
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