Product
The operating system for agentic AI.
mAIstro is a pre-built agentic AI system you configure — not one you build. The orchestrator, the agent library, the connector layer and the governance kernel are already there. You choose the use cases, the data, the models. 2-3 weeks to first value. ROI is the design constraint.
mAIstro · 2026.09
Ship AI that runs the work, not just the demo.
Named agents, real connectors, live audit. mAIstro composes the right agents for a question, executes with your tools, and shows its work — so operations, finance and revenue teams can trust the answer and act on it.
46 agents in production
200+ MCP connectors in library
2-3 weeks to first value
Region-locked, model-agnostic
Agents shipped
46+
↑ 14 this quarter
across 8 industries
Industries covered
8
Banking · Pharma · Energy · Telco
production and proof of value
First value
2-3wks
Median from kick-off
time-to-market is the KPI
Model choice
Any
Claude · GPT · Gemini · local
swap without re-architecting
Trusted by teams across
Banking
Pharma
TELCO
Energy
Manufacturing
RETAIL
Mining
Public sector
Not buy. Not build. Configure.
mAIstro is the third path — a pre-built agentic AI system that ships with the orchestrator, the agent library, the connector layer and the governance kernel already there. You point it at your use cases, your data, your policies. Speed and fit-for-purpose, from day one.
Path 01 · Build it yourself
Fit — no speed.
Hire the AI/ML team. Design the orchestrator, the connector layer, the governance kernel. Six to twelve months to a running workflow. Fit-for-purpose in the end, but you own every dependency, every model migration, every audit conversation. Every change starts a rebuild.
Time-to-value6-12 months
Path 02 · Buy a horizontal tool
Speed — no fit.
An LLM playground or a generic assistant. Fast to install, easy to demo. Doesn't know your data model, your policies, your language, your workflow. Weeks later you're wrapping it in glue code and re-inventing the governance layer. Back to build.
Time-to-valueFits nothing well
Path 03 · Configure mAIstro
Speed and fit.
The orchestrator, agent library, MCP connectors and governance kernel are already built and hardened. You configure: which use cases go live, which data flows in, which model runs per agent, which roles see what. A running system tuned to your business — not a project, not a POC.
Time-to-value2-3 weeks
What comes pre-built · what you configure
Pre-built · hardened · you don't touch
- Orchestrator, runtime, message bus
- Standard agent library — 46 named agents, versioned
- MCP connector library — 200+ typed connectors
- Governance kernel — RBAC, HITL, audit ledger, policy engine
- Model routing, per-agent cost & latency tracking
- Deployment templates — EU cloud, your VPC, air-gapped
Configured · your choices · you decide
- Which use cases go live, in what order
- Which data sources feed which agent
- Which model runs where — Claude, GPT, Gemini, local
- Which roles see what — down to the tool call
- HITL thresholds and approval policies
- Your own agents and connectors — MCP-typed, added in days
How teams use mAIstro
Three shapes of work we see repeatedly — always with named agents, real tools, and a decision the business acts on.
Finance operations
Close the books with an agent team
Reconciliation, variance investigation, journal drafting and evidence packs — 12 agents run the close, humans approve the exceptions.
-58%close-cycle time, month 3
Revenue & retention
Turn CVM into a decision engine
Retention Sentinel, Dormant Win-back, Renewal Scout and Offer Composer act on live signals — every recommendation is cited, priced and auditable.
+11ptportfolio NRR uplift
Ops & procurement
Turn supplier chaos into a live estate
Duplicate-vendor detection, tail-spend analysis, contract-obligation tracking. Agents propose actions; category managers approve in one click.
€4.2mannualised savings, year 1
See it running
The demo runs inside a fictional mid-market enterprise, Synapse Corp — thirteen agents, fifteen connectors, one command surface. Guided or self-serve.
Why teams pick mAIstro
Pre-builtThe frame is already there — orchestrator, agents, connectors, governance. You configure use cases, data and models. Not a build, not a POC.
Real workNamed agents tied to your data and tools — not chatbots. Every action leaves an evidence trail.
Model-agnosticRun Claude, GPT, Gemini or a local model per agent. Swap models without re-architecting.
GovernedRole-based access, human-in-the-loop, EU AI Act-aligned. Audit trail is the default, not the upgrade.
ComposableStart with one agent. Add the next in a week. Retire an agent without breaking anything downstream.
2-3 weeksMedian time from kick-off to first live workflow. Not a proof-of-concept — a running system, measured on ROI from day one.
What mAIstro isn't
Not a chatbotThe interface looks like a workspace, not a chat window. Ask-mAIstro is one entry point among many, not the product.
Not a wrappermAIstro is the orchestration layer, the governance model and the deployment story. The LLM is a component, not the product.
Not a rip-and-replaceSits alongside your ERP, CRM, warehouse and iPaaS. Reads what it needs, writes only what you sign off.
Not opinionated on hostingEU-hosted managed cloud, your VPC, or fully on-prem. Same product, same governance model.
Not a black boxEvery agent, every tool call, every decision is visible in the orchestration trace and the audit ledger.
Platform
Four layers, one operating system.
mAIstro is opinionated where it matters — orchestration, governance and evidence — and open everywhere else. Bring your models, your data platform, your identity system. We compose them into a system that runs work.
The mAIstro stack
Command surface
The workspace
The Command tab, dashboards, the Ask-mAIstro bar, and role-scoped navigation. What executives, operators and reviewers see day-to-day — same shell, different scope by role.
CommandAtlasDecision queueAsk
Agent mesh
Named specialists
Each agent has a role, a scope, a toolset and an owner. Agents call other agents. Agents call MCP servers. Agents ask humans when their confidence drops or the action is irreversible.
Retention SentinelRenewal ScoutWorking-Capital Watch+43 more
Connector layer
Model Context Protocol
Agents reach your systems through MCP servers — a growing library of pre-built connectors (Salesforce, SAP, Snowflake, ServiceNow, Databricks, Zendesk, NetSuite, Slack, Jira, custom). New MCPs ship in days, not months.
200+ MCPsJSON SchemaOAuth / Vault
Governance kernel
The reason CIOs sign
Role-based access down to the tool level, human-in-the-loop policies per action, red-team gates, full orchestration trace and audit ledger. EU AI Act aligned. GDPR by default. Region-locked deployment.
RBACHITLAudit ledgerData residency
Runtime & models
Your choice, per agent
Any frontier model — Claude, GPT, Gemini — or a locally-hosted open-weight model per agent. Swap without rewriting agents. Cost, latency and quality tracked per model per agent, so choice is a data-led decision.
ClaudeGPTGeminiLlama / Mistral
Named agents · the shape of work
Each agent is a small program with a name, a job, a toolbox and an owner. Here are four from the standard library.
Retention Sentinel
Revenue · CVM
Watches account health signals in real time. When a churn signal fires, drafts a save-play with pricing, offer and outreach copy — routes to the right AE for approval.
SalesforceSnowflakeZendeskSlack
Activev4.2 · 12ms p50
Working-Capital Watch
Finance ops
Reconciles DSO / DPO / DIO daily. Flags supplier terms drifting from policy, drafts renegotiation memos, quantifies the working-capital impact — CFO approves in one click.
SAP S/4NetSuiteCoupaExcel
Activev3.1 · 40ms p50
Contract Radar
Legal · Procurement
Reads every executed contract, extracts obligations, tracks renewal dates and price-adjustment clauses. Warns 90 days before an auto-renewal that no longer prices right.
IroncladDocuSign CLMSharePoint
Activev2.7 · 220ms p50
Governance Warden
Risk · Compliance
A gatekeeper agent that other agents call before acting. Applies your policies (data residency, sensitivity, approval limits) — logs every decision to the audit ledger.
OPAOktaAudit ledger
Activev5.0 · 8ms p50
Model Context Protocol · the connector library
Every agent action goes through an MCP server. That's how mAIstro talks to your systems in a way that's typed, auditable and swappable.
salesforce-mcp
/sfdc · v2.3
Read accounts, opportunities, cases; draft activities; propose price-book changes.
query_accountsdraft_activitypropose_pricing
sap-s4-mcp
/sap · v1.9
Read GL, AP, AR; run standard reports; draft journal entries for CFO approval.
read_glget_agingdraft_journal
snowflake-mcp
/snow · v3.1
Query certified datasets, run parametrised models, return typed rows with lineage.
run_queryget_lineagelist_datasets
servicenow-mcp
/snow-itsm · v1.2
Read tickets, incidents, CMDB items; draft resolutions; open change requests.
query_ticketsdraft_resolutionopen_change
databricks-mcp
/dbx · v2.0
Run notebooks, query Unity Catalog, retrieve feature tables and vector indexes.
run_notebookunity_queryvector_search
zendesk-mcp
/zd · v1.6
Read tickets, satisfaction, agent workload; draft macros; propose triage rules.
list_ticketsdraft_macropropose_triage
slack-mcp
/slack · v2.2
Post to channels, DM approvers, read threads for context. Never posts without policy sign-off.
post_messagedm_userread_thread
custom-mcp
/internal · your namespace
Wrap any internal API in a typed MCP server. Full boilerplate + auth in a day.
typed_readtyped_writelist_schema
Model choice · per agent, not per tenant
Claudeopus · sonnet · haiku
GPTfrontier · mini
Geminipro · flash
Llama · Mistrallocal · your GPUs
Routerautomatic · cost-optimised
A reasoning-heavy agent (contract analysis) can run on Claude Opus. A high-throughput agent (ticket triage) can run on a cheaper local model. You pick, we route — and you see cost per agent, per action, in the ledger.
Use cases
The commercial front office, automated.
We are not industry specialists. What we automate is go-to-market and front-office motion — retention, pipeline, offer, lifecycle, service, revenue assurance — and that work has the same shape in a telco as it does in a bank or a pharma commercial team. Roughly three quarters of this catalogue sits in the front office for exactly that reason. Filter by industry to see it travel, or by function to see where it runs deep.
Industry
Function
Delivered
Engagements that shipped, anonymised, with the figures the customer measured. Named references available under NDA.
Agentic CVM for a Tier-1 operator
Retention Sentinel, Dormant Win-back, Renewal Scout and Offer Composer run against the CRM and billing warehouse. Every recommendation cites the signals behind it.
+11pt portfolio NRR · -24% voluntary churn
B2B revenue engine on a hyperscaler stack
Warehouse, model runtime and enterprise search reached through MCP connectors. Agents run cross-sell, retention and mid-contract upsell for the B2B book.
+7% B2B ARPU, month 6
Commercial-leadership decision surface
One surface for the commercial leadership of a Central-European operator — portfolio health, save-play pipeline, offer economics, all role-scoped.
Board-approved deployment path
Med-affairs and account-planning surface
Six-tab agent surface mapped to KOL engagement, account planning and field activity. Front-office motion — no clinical or regulatory work in scope.
3× engagement-plan quality · full audit trail
Deposit retention and dormant reactivation
Retention Sentinel and Dormant Win-back score balance-at-risk daily, then draft the outreach with the offer already priced. Delivered as a partner enablement engagement.
+3.2% deposit balance recovery
Group CFO audit narrative
Nine finance agents plus three governance agents assemble a subsidiary audit story top-down, with drill-down to journal entries.
-58% close cycle · 2× variance coverage
CFO and CIO command deck
One surface for the two chairs — cost of capital, programme burn, regulatory posture. Same underlying data, two role-scoped views.
1 surface replaces four monthly decks
Data-estate migration readiness
Estate-Audit and Migration-Sequencer rank data products by migration readiness, then sequence the move by ROI and dependency.
7 areas mapped in four weeks
Scan-event product journey mapping
Product-journey reconstruction across scan events for a global consumer brand. Agents surface route deviations and where loss concentrates.
+18% exception close-out speed
Working-capital watch
Agents monitor DSO drift by customer and DPO drift by supplier; the CFO gets a weekly working-capital brief.
US$28m released cash, year 1
Patterns we configure
Shapes the platform supports and the components exist for — not claimed as delivered engagements. No outcome figures here on purpose: those belong to a customer, not to a brochure.
Churn-signal triage across prepaid and postpaid
Signals scored per subscriber, save-play drafted with the offer priced, routed to whoever owns the account.
Components built · configured in 2-3 weeks
Attrition watch on primacy accounts
Balance and engagement drift read together, so the intervention lands before the salary credit moves.
Components built · configured in 2-3 weeks
Loyalty lapse recovery
Lapsing members identified by behaviour rather than by recency bucket, with the offer matched to what they actually bought.
Components built · configured in 2-3 weeks
Switching-risk watch on the retail book
Tariff position, contact history and market pricing combined into a defensible retention action per customer.
Components built · configured in 2-3 weeks
Prescriber engagement continuity
Falling engagement on a priority account surfaced with the next best action, inside the compliance boundary.
Components built · configured in 2-3 weeks
Service-contract renewal watch
Install base, usage and service history scored so renewals are worked in order of what is genuinely at risk.
Components built · configured in 2-3 weeks
Relationship-manager next-best-action
Portfolio, product gaps and life events read together into a prioritised call list the RM can argue with.
Components built · configured in 2-3 weeks
Key-account joint business planning
Category performance, promotional history and forecast assembled into a plan before the meeting rather than during it.
Components built · configured in 2-3 weeks
Quote-to-order acceleration
Configuration, availability and margin checked as the quote is built, so pricing approval is not a separate week.
Components built · configured in 2-3 weeks
Framework and tender opportunity watch
Published pipelines matched against capability, with the qualification questions already drafted.
Components built · configured in 2-3 weeks
C&I contract renewal pipeline
Renewal dates, consumption trend and indexation exposure surfaced together for the commercial desk.
Components built · configured in 2-3 weeks
Offer-economics guardrails
Every proposed offer tested against margin floors and cannibalisation before it reaches a customer.
Components built · configured in 2-3 weeks
Promotional-spend effectiveness
Each promotion measured against a matched baseline, so the next plan is built from what worked.
Components built · configured in 2-3 weeks
Pricing-exception review
Off-grid pricing requests assessed against policy and portfolio impact, with the rationale recorded.
Components built · configured in 2-3 weeks
Discount-leakage detection
Realised price walked back to list, with the leakage attributed to the step where it happened.
Components built · configured in 2-3 weeks
Tender and payer offer modelling
Tender terms, volume commitments and net-price impact modelled together before the bid is committed.
Components built · configured in 2-3 weeks
Lifecycle campaign orchestration
Audience, offer and channel composed per segment, with the holdout designed in rather than added later.
Components built · configured in 2-3 weeks
Assortment and local-demand shortlist
A weekly shortlist per store from range performance and local signal. The manager accepts or rejects and the agent learns.
Components built · configured in 2-3 weeks
Onboarding drop-off recovery
Abandonment points identified and the intervention drafted for the specific step the customer stalled at.
Components built · configured in 2-3 weeks
Field-material relevance matching
The right approved asset surfaced for the account and the conversation, without leaving the approved set.
Components built · configured in 2-3 weeks
Service-uptake outreach targeting
Eligible-but-not-enrolled cohorts identified, with outreach drafted for the channel each cohort actually uses.
Components built · configured in 2-3 weeks
Care-call deflection and intent routing
Intent classified on arrival, routed to the queue that can resolve it, with precedent and a drafted answer attached.
Components built · configured in 2-3 weeks
Complaint triage and root-cause clustering
Complaints clustered by underlying fault, so the cause is fixed once rather than answered repeatedly.
Components built · configured in 2-3 weeks
Citizen-request triage
Requests clustered, the analogous closed case surfaced, and a response proposed for a human to approve.
Components built · configured in 2-3 weeks
Returns-pattern detection
Return behaviour clustered across channels to separate genuine faults from abuse, without profiling individuals.
Components built · configured in 2-3 weeks
Field-service precedent finder
The closest resolved fault surfaced for an open one, with what actually fixed it and the citation attached.
Components built · configured in 2-3 weeks
Rating and mediation reconciliation
Rated usage reconciled against contracted rate cards, with each discrepancy quantified and routed.
Components built · configured in 2-3 weeks
Billing-exception investigation
Meter reads, tariff and invoice reconciled so exceptions arrive explained rather than as a queue.
Components built · configured in 2-3 weeks
Fee and interest leakage review
Applied pricing tested against agreed terms per relationship, with the variance evidenced.
Components built · configured in 2-3 weeks
Gross-to-net and rebate reconciliation
Rebate, chargeback and returns positions reconciled against contract terms, with the movement explained month over month.
Components built · configured in 2-3 weeks
Treasury liquidity forecasting
Daily cash forecasts with drift from plan flagged and corrective moves proposed before cut-off.
Components built · configured in 2-3 weeks
Trading-week close narrative
The weekly trading story assembled from source, with the variances explained rather than listed.
Components built · configured in 2-3 weeks
Budget-variance explanation
Variances traced to the decisions and commitments behind them, ready for the next committee.
Components built · configured in 2-3 weeks
Customer-data quality baseline
Every feed scored for completeness, plausibility and lineage, with gaps ranked by the revenue they put at risk.
Components built · configured in 2-3 weeks
Meter-data quality baseline
Readings triaged for plausibility and completeness before anything downstream is allowed to depend on them.
Components built · configured in 2-3 weeks
Estate discovery and ownership map
Every source, pipeline and owner mapped as a live picture rather than a point-in-time slide.
Components built · configured in 2-3 weeks
Nothing in that combination
The spread is uneven by design — the front office runs deep almost everywhere, the adjacent functions only where we have been asked. Clear a filter to widen the search, or tell us what you would want built.
Trust & governance
Governance is the default, not the upgrade.
If you cannot see what the agent did, who allowed it, and what it changed, it is not production-ready. mAIstro treats audit, access and human-in-the-loop as first-class primitives — the same on every tier and every deployment.
Evidence, live — an orchestration trace
This is what every agent action leaves behind. Illustrative trace from the Synapse Corp sandbox.
trace · run_9f4e2c · retention-save-play
09:14:22.114retention-sentinel received signal churn_prob = 0.71 on account acc_1002942 tok
09:14:22.201→ calling snowflake-mcp.run_query("account_health_last_90d")$0.001
09:14:22.418← 214 rows returned ok
09:14:22.510→ calling salesforce-mcp.query_accounts(acc_10029, depth=2)$0.002
09:14:22.842← account context loaded, contract expires 42 days
09:14:23.104reasoning: 3 usage-drop signals + 1 unresolved case, but contract just renewed 3 mo ago → 'temporary drop', propose engagement not discount1,204 tok
09:14:23.921→ calling governance-warden.check(action="draft_activity", sensitivity="low")$0.000
09:14:23.929← approved by policy P-CVM-04 (draft-only, no send)
09:14:24.201→ calling salesforce-mcp.draft_activity(type=call, owner=account_owner)$0.003
09:14:24.612← draft created id=act_88401, pending AE review ok
09:14:24.640→ calling slack-mcp.dm_user(account_owner, "save-play draft ready")$0.001
09:14:24.891← notification delivered ok
09:14:25.514retention-sentinel writing evidence bundle to audit ledger (7 items)
09:14:25.522→ run complete: 1 draft, 1 notification, 7 evidence items · human decision pending
Agents used
2chained
MCP calls
5tools
Tokens
1,246
Cost
$0.021
HITL
yespending
Deployment options
Managed EUmAIstro Cloud — EU-hosted, region-locked, with a single-tenant option. Fastest to first value. Default for a proof of value.
Your VPCmAIstro in your cloud — AWS, GCP or Azure. Same product, your account, your identity boundary.
Sovereign / on-premmAIstro Air-Gap — for regulated regions and offline estates. Includes locally-hosted model runtime.
What you own, what we operate
You ownYour data, held in open Iceberg tables any engine can read. Your audit ledger and its exports. Licensing and exit terms are set in the agreement, not on this page.
We operateThe orchestrator, the runtime, the connector library, the governance kernel. Uptime, patching, model updates.
You approveEvery agent version. Every new MCP. Every model swap. Every action that crosses a HITL policy line.
Pricing & packaging
Eight ways to buy. Structured around your accounting, not ours.
Eight commercial shapes because there are eight distinct conversations — and several of them can land as operating or capital expenditure, or split between them. Where your CFO has room is a design input, not an afterthought.
Start here
01 · Proof of valueOpex
Prove the return
One agent, one workflow, live in 2-3 weeks. Fixed price, measured against a baseline taken before we start.
- One named agent in production
- One connector to a source you pick
- Audit ledger and role-scoped access
- Return measured, not asserted
02 · SubscriptionOpex
Per-agent seats
Pay per agent, per month. Add and retire freely as the shape of the estate changes.
- Full standard agent library
- Runtime included, fair use
- Managed EU hosting
- Ledger, RBAC and HITL policies
03 · ConsumptionOpex
Pay as it runs
Metered on tokens, tool calls and agent-seconds. Suits spiky or exploratory load.
- Metered per agent, per action
- Cost dashboard and budget alerts
- Kill-switch on every threshold
- No seats, no minimums
04 · OutcomeOpex
Pay on the delta
A base fee plus a share of measured uplift. Needs an agreed measurement design up front.
- Baseline agreed at kick-off
- Uplift measured monthly
- Independent analyst optional
- Total share always capped
Enterprise
05 · EnablementBlended
Co-build with us
Our engineers embed with yours for a fixed term. Capability transfer is the deliverable.
- Paired engineering on your systems
- Playbooks and patterns handed over
- Your team runs it after handover
- Build capitalisable, support in opex
06 · LicenceCapex or opex
Licence the platform
Uncapped agents and users under one tenant. Perpetual or annual — your accounting choice.
- Uncapped agents and users
- Custom connectors included
- Non-exclusive source licence available
- A real seat on the roadmap
07 · SovereignCapex
Run it yourself
Air-gapped install for regulated estates. Local model runtime, no outbound dependency.
- Air-gapped, no egress required
- Local model runtime included
- Source escrow available
- On-site support available
08 · Partner / OEMOpex
Embed mAIstro
White-label the orchestrator and governance kernel inside your own product.
- White-label runtime and console
- Co-authored connector catalogue
- Non-exclusive source licence available
- Joint roadmap and go-to-market
How the spend lands
The same capability can sit on either side of the line. Which side is a conversation with your finance function, and we start it early rather than late.
Operating expenditure
Opex
Proof of value, subscription, consumption, outcome and partner shapes sit entirely in opex. Typically no balance-sheet impact — subject to your own treatment — with spend that tracks usage and a clean exit at the end of the term.
Shapes 01 · 02 · 03 · 04 · 08 · 06 (annual)
Capital expenditure
Capex
A perpetual licence or a sovereign install is a capital purchase you hold and depreciate. Suits regulated estates, and organisations with capital budget but constrained opex.
Shapes 06 · 07
Split treatment
Blended
Most enterprise agreements split: licence or build capitalised, runtime and support in opex. We structure to whichever side has room, and revisit at renewal.
Shapes 05 · 06
Where we flex
Four things most vendors will not move on, and we will. All four are negotiated in the agreement rather than pre-committed here.
AccountingOpex, capex or a split. The commercial shape follows your treatment, not the other way round — including moving between them at renewal.
Source accessNon-exclusive source licence is available at licence and OEM tier, and source escrow is available on sovereign. Scope and triggers set in the agreement.
RoadmapLicence and partner tiers can include a real seat on the roadmap — quarterly review, prioritised requests, and visibility of what is being built next.
Term and exitTerm length, notice, and what happens at the end are negotiated, not templated. Your data sits in open Iceberg tables throughout.
Which shape fits
Proving the case?Start with Proof of value (01). Fixed price, fixed scope, a measured return and an agent running in production.
Shape already known?Subscription (02) is the simplest once you know which agents you want. Add and retire freely.
Load unpredictable?Consumption (03) when monthly volume cannot be forecast. Cost dashboard and kill-switches make it safe.
Outcome measurable?Outcome (04) if there is a clean baseline and you want us carrying part of the risk.
Building capability?Enablement (05) when the deliverable is your team knowing how to run it, not just a running agent.
Platform-scale?Licence (06) for flat economics across the business, with source and roadmap options on the table.
Regulated or offline?Sovereign (07) for estates where outbound connectivity is not part of the deal.
Building on top?Partner / OEM (08) when mAIstro sits inside your product rather than beside it.
Contact
Get in touch.
The fastest way in is a 30-minute call with a live walkthrough of the demo, tuned to your industry. One inbox for everything — walkthrough requests, partnership enquiries, press, security. Reply within one business day.
Request a walkthrough
Tell us what you're trying to solve. We'll bring a rough answer to the “which shape fits us” question before the meeting.
info@mainstreamai.org →
Reply within 1 business day
Read next
The capability map →
What the platform does, how it works, what it runs on. Seven sections, click-through detail.
Or try it
Start the guided demo →
Four-minute walkthrough inside a live sandbox. No sign-up.
Synapse Corp · Command
Command surface, live.
Six decisions in the queue this morning. Two are new since 06:00 · one crosses the approval threshold · one is a governance flag. Ask-mAIstro is watching the estate.
Portfolio NRR
107%
↑ 3.1pt vs plan
last 90 days
Working capital
€48m
↑ €4.2m QoQ
DSO down 3 days
Open exceptions
14
↑ 3 today
2 need approval
Agent uptime
99.94%
All 13 agents healthy
sandbox · 30-day rolling
Decision queue
Approve renegotiation memo · vendor V-4402
€1.2mannualised save
Approve save-play · account acc_10029
€180kARR at risk
Ship spare-kit · unit SN-88401
€12kship-ahead cost
Rebalance labour · Store 042 & 118
-€1.8klabour, no service drop
Governance Warden weekly report
0breaches
Duplicate supplier records · V-2201 / V-2298
€310ktail-spend consolidation
Agents · live
Retention Sentinelsave-play draft
scoring acc_10029 · signals 3/5
Working-Capital Watchdaily WC brief
DSO drift detected on 4 customers
Predictive Maintenancesignal scan
18,204 units polled · 1 exception
Contract Radarexpiry sweep
17 contracts within 90d window
Roster Composerweekly proposal
store 042 · 118 rebalanced
Assortment Watchidle
next run 18:00 CET
Supplier Stewardidle
next batch overnight
Governance Wardenalways-on
policy engine · 214 checks today
Ask-mAIstroorchestrator
answering your last query
Live · workflow assembly & agent activity
Every query composes a workflow. Every agent leaves a heat-signature. Both are visible as they happen — nothing is post-hoc.
Workflow being composed· ask-maistro · live
Ask-mAIstro selects agents, chains them, gates on governance, and returns a cited answer. Below: a real composition running now.
composing…
— · —
Agent activity · past 24h
9 busiest agents · 24 hours · 216 cells
lessmore
Audit stream · live
NLP query · try one
Ask-mAIstro treats natural language as an entry point, not the product. Type any of these — the answer streams into the panel above, with citations and a trace.
Synapse Corp · Atlas
The value chain, seen live.
Where value is created, captured and lost — across procurement, operations, revenue and service. Agents write to this map every minute.
Synapse Corp is a fictional sandbox tenant. Figures on this page are illustrative; the mechanics are real mAIstro.
Value-chain atlas · 09:14 CET · agents live on 5 of 5 stages
value flow
healthy
attention
governance overlay
Where value is leaking
Duplicate SUPPV-2201 / V-2298 · €310k spend split
Renewal drift14% above policy · €1.2m save
Unplanned service3 units unpatched · €42k exposure
Where value is compounding
NRRSave-plays converted 72% of last 25 attempts
WCDSO down 3 days QoQ · €4.2m cash
CSATShip-ahead avoided 6 downtime events
Governance overlay
Actions214 agent actions checked · 0 policy breach
HITL18 approvals routed · median wait 3m
Residency100% processing stayed in eu-west
Synapse Corp · Agents & MCP
Thirteen agents. Fifteen connectors. One orchestrator.
The roster running the Synapse Corp sandbox. Each agent has a role, a toolset, an owner and a human-in-the-loop policy.
Synapse Corp is a fictional sandbox tenant. Figures on this page are illustrative; the mechanics are real mAIstro.
Agents · active
Retention Sentinel
Revenue · CVM
Watches health signals, drafts save-plays with cited evidence, routes to the account owner.
salesforce-mcpsnowflake-mcpzendesk-mcpslack-mcp
Activev4.2 · claude · opus
Working-Capital Watch
Finance ops
Reconciles DSO/DPO/DIO daily. Flags supplier terms drifting from policy. Drafts renegotiation memos.
sap-s4-mcpsnowflake-mcpexcel-mcp
Activev3.1 · claude · opus
Contract Radar
Legal · Procurement
Reads every executed contract, extracts obligations, tracks renewals, drafts negotiation packs.
docusign-mcpsharepoint-mcpsap-s4-mcp
Activev2.7 · gpt · frontier
Predictive Maintenance
Operations
Scores 18k connected units daily. Predicts failure windows, orders spare kits ahead of downtime.
databricks-mcpservicenow-mcpcustom-iot-mcp
Activev5.4 · llama · local
Roster Composer
People ops
Weekly labour proposal per store using footfall, sales and holiday data. HR approves in one click.
workday-mcpsnowflake-mcp
Activev1.9 · gemini · pro
Governance Warden
Risk · Compliance
Gatekeeper: other agents call it before acting. Applies policies, logs to ledger. Always on.
opaokta-mcpaudit-mcp
Activev5.0 · claude · haiku
Renewal Scout
Revenue
Owns the 90-day renewal window. Drafts pricing, cites usage, flags accounts drifting into risk.
salesforce-mcpsnowflake-mcp
Activev2.1 · claude · sonnet
Supplier Steward
Procurement
Detects duplicate vendor records, orphan spend, and category misclassification. Proposes merges.
sap-s4-mcpcoupa-mcp
Activev1.4 · gpt · mini
Spare-Kit Composer
Operations
Turns a predicted failure into a picked kit — parts, quantities, depot, courier — and opens the change request.
servicenow-mcpsap-s4-mcpcustom-iot-mcp
Activev2.2 · gpt · mini
Assortment Watch
Merchandising
Scores range performance per location, shortlists lines to add or drop. Category manager accepts or rejects; the agent learns.
snowflake-mcpexcel-mcp
Activev1.7 · gemini · pro
Ticket Triage
Service
Classifies inbound tickets, sets priority against SLA, routes to the right queue and drafts the first response.
zendesk-mcpservicenow-mcp
Activev3.6 · llama · local
Precedent Finder
Service · Knowledge
Finds the closest resolved case for an open one and surfaces what worked, with the citation attached.
zendesk-mcpsharepoint-mcpdatabricks-mcp
Activev2.9 · claude · sonnet
Ask-mAIstro (orchestrator)
User-facing
Interprets natural-language questions, chooses agents, composes an answer. Cites its steps.
agent-registrytrace-writer
Activev6.0 · claude · opus
MCP connectors · this tenant
salesforce-mcp
/sfdc · v2.3 · Synapse tenant
Accounts, opps, cases, activities. Draft-only for pricing without CRO approval.
query_accountsdraft_activity
sap-s4-mcp
/sap · v1.9
GL, AP, AR, vendor master. Journal drafts routed to CFO approval.
read_glget_aging
snowflake-mcp
/snow · v3.1
Certified datasets, lineage aware, row-level access enforced.
run_queryget_lineage
servicenow-mcp
/snow-itsm · v1.2
Tickets, CMDB, change requests. Auto-open change on ship-ahead.
query_ticketsopen_change
databricks-mcp
/dbx · v2.0
Notebooks + Unity Catalog. Predictive Maintenance's home.
run_notebookvector_search
custom-iot-mcp
/iot · v0.9 (beta)
Synapse-built. Pulls telemetry from 18k connected units.
poll_unitsread_history
zendesk-mcp
/zd · v1.6
Tickets, satisfaction, agent workload. Macro drafts require a human send.
list_ticketsdraft_macro
slack-mcp
/slack · v2.2
Notifies approvers and reads thread context. Never posts without policy sign-off.
dm_userread_thread
docusign-mcp
/clm · v1.4
Executed-contract corpus. Read-only; obligations extracted to Iceberg tables.
list_agreementsget_clauses
sharepoint-mcp
/sp · v2.1
Policy documents, runbooks and closed-case knowledge. Permission-trimmed per role.
search_docsget_document
workday-mcp
/wd · v1.8
Headcount, availability and holiday for roster proposals. No write access.
get_availabilitylist_roles
coupa-mcp
/coupa · v1.5
Requisitions, POs and supplier records. Merge proposals routed to category managers.
list_supplierspropose_merge
excel-mcp
/xl · v1.2
Reads and writes the finance workbooks the close still runs on.
read_sheetwrite_range
okta-mcp
/idp · v2.0
Identity and group membership. The source of truth for what a role may trigger.
resolve_usercheck_group
audit-mcp
/ledger · v4.0
Append-only evidence store. Every agent writes here; nothing can delete.
append_entryquery_ledger
Synapse Corp · Trace
Every action, as it happened.
The orchestration trace for the last save-play run. Two agents, five MCP calls, one policy check, one human notification. Total cost: two cents.
Synapse Corp is a fictional sandbox tenant. Figures on this page are illustrative; the mechanics are real mAIstro.
trace · run_9f4e2c · retention-save-play
09:14:22.114retention-sentinel received signal churn_prob = 0.71 on acc_1002942 tok
09:14:22.201→ snowflake-mcp.run_query("account_health_last_90d")$0.001
09:14:22.418← 214 rows ok
09:14:22.510→ salesforce-mcp.query_accounts(acc_10029, depth=2)$0.002
09:14:22.842← contract expires 42 days · account owner identified
09:14:23.104reasoning: 3 usage-drop signals + 1 unresolved case; contract renewed 3 mo ago → propose engagement play, not discount1,204 tok
09:14:23.921→ governance-warden.check(action="draft_activity", sensitivity="low")$0.000
09:14:23.929← approved by policy P-CVM-04 (draft-only, no send)
09:14:24.201→ salesforce-mcp.draft_activity(type=call, owner=account_owner)$0.003
09:14:24.612← act_88401 drafted ok
09:14:24.640→ slack-mcp.dm_user(account_owner)$0.001
09:14:24.891← delivered ok
09:14:25.514retention-sentinel writing evidence bundle (7 items) to audit-mcp
09:14:25.522→ run complete: 1 draft, 1 notification, 7 evidence items · human pending
Agents
2chained
MCP calls
5tools
Tokens
1,246
Cost
$0.021
HITL
yespending
Synapse Corp · Audit ledger
Complete audit, append-only, signed.
Every agent action, every human decision, every policy check — one immutable ledger. Filter by agent, by human, by object, by date. Export for auditors.
Synapse Corp is a fictional sandbox tenant. Figures on this page are illustrative; the mechanics are real mAIstro.
Recent ledger entries
| Timestamp | Agent | Action | Object | Actor | Value | Outcome |
|---|---|---|---|---|---|---|
| 09:14:25 | retention-sentinel | draft_activity | acc_10029 · act_88401 | account_owner · pending | €180k ARR | pending |
| 09:12:04 | working-capital-watch | draft_journal | je_44201 | CFO · approved | €1.2m | approved |
| 09:08:33 | governance-warden | policy_check | ship-ahead SN-88401 | auto · policy P-OPS-02 | €12k | approved |
| 09:05:12 | predictive-maintenance | predict_failure | unit SN-88401 | auto | p=0.82 | flagged |
| 08:44:19 | contract-radar | draft_renegotiation | V-4402 · doc_7712 | Head of Proc · pending | €1.2m | pending |
| 08:31:02 | supplier-steward | propose_merge | V-2201 ⇄ V-2298 | Cat Mgr · pending | €310k | pending |
| 08:12:44 | renewal-scout | draft_offer | acc_88301 | account_owner · approved | €420k | approved |
| 07:58:20 | governance-warden | policy_check | save-play acc_10029 | auto · policy P-CVM-04 | — | approved |
| 07:40:11 | roster-composer | propose_roster | stores 042, 118 | HR · approved | -€1.8k | approved |
| 07:12:04 | ask-maistro | compose_answer | query_88214 | operator@synapse.example | $0.021 | delivered |
Retention window
7 yearsimmutable
Ledger is append-only, cryptographically signed, held in the tenant's region.
Entries today
1,208
Agent actions, human decisions, policy checks, model swaps.
Export
CSV · JSON
Signed export for external audit. API endpoint for continuous streaming.