BackHagbardVentures

Our offer · Individually engineered

Systems built around the work.

We design and build native, server-based systems for markets, operations and private intelligence. Bespoke is not a separate product category; it is how every system is made to fit the organisation that owns it.

NativeServer-based systems
IndividualBuilt around the operation
OwnedData, logic and infrastructure
01 · Markets

Trading infrastructure without an agent between strategy and execution.

We build individual research, monitoring and execution portals as native server software. Market truth, strategy state, actual account equity, orders, risk controls and exchange reconciliation remain separate where they must be—and visible together where an operator needs them.

System positionNo generic agent sits in the execution path. AI may support research or analysis; it receives no autonomous order authority.

Abstract precision trading observatory with two isolated execution chambers and live market traces

1 MIO QUANTS · Research

A million views of one market truth.

Captured prices, shared features and isolated strategy state make hypotheses comparable without blending their positions or results.

  • One read-only market stream
  • Independent cash, positions and equity
  • Live red/green trade state and exit plans
1 MIO QUANTSSystem online
Strategy research fieldEnvironment comparison
One market stream · isolated state
Market truthLive
Environments12
Open studies04
Last mark14:32:08
Live simulated trades · one captured market streamMarks moving
SIM AMomentum MarketMarket 01 Long Mark2,424.03 Live BPS+22
SIM BReversal MarketMarket 02 Long Mark62,331.0 Live BPS−14
SIM CBreakout MarketMarket 03 Short Mark3,414.64 Live BPS+41
SIM DRange MarketMarket 04 Long Mark184.15 Live BPS−4

Native execution · Account truth

From a qualified signal to an exchange-confirmed state.

The operator sees actual equity, fills, protection and reconciliation in one account portal while demo and live retain separate authority.

  • Authenticated equity and fill VWAP
  • Protection independent from new entries
  • Manual close and persistent day lock
Native execution portalSystem online
Account 01Environment · DemoEntries · EnabledReconciled
Authenticated account sourceActual equity and protected risk corridor
09:30 — 15:30
Account equity$104,820
Available margin$94,080
Unrealised P&L+$1,240
PositionFill VWAPProtectionState
Market A · Long62,418.4Stop 61,702Open
Market B · Short3,428.7Stop 3,491Open
Session$18.42 feesDay lock armed+$2,184
New entriesEnabledAPI linkOnlineManual closeAvailable
09:30Protection acceptedThe exchange-side stop is active independently of entries.
10:12Trade target reachedActual equity exceeds five per cent of trade-start equity.
10:12Position and stop closedActual position is read before reduce-only close; residue is cancelled.
10:12Day lockedThe later session is suppressed and the lock survives restart.
02 · Operations

Operational software that follows the business—not a product template.

ERP is one expression of a bespoke operational system, not a separate discipline. We model the actual flow of customers, purchasing, stock, production, finance, learning and approvals, then build only the connected capabilities the organisation needs.

System positionDeterministic business rules remain native and server-based. AI can assist discovery or explanation; it does not own calculations, bookings or approvals.

Abstract operational manufactory connecting orders, inventory, production, finance and time

ERP · Connected operations

The commercial record continues into stock and production.

A customer order does not end in a list. It becomes material demand, warehouse movement, production state, quality release and a documented delivery.

  • Sales, purchasing and dual-location stock
  • BOM, planned/actual production and consumption
  • Quality gates and auditable documents
Integrated operations portalCurrent · audited
OverviewCustomersOrdersPurchasingInventoryProductionQuality
OperationsProduction flow
Current · audited
Open orders24
Material checks06
Quality gates02
Search order / articleAll sitesFilter
TypeRecordOperational detailStateOwner
DemandSO-2418 · 180 unitsCustomer order · confirmedCurrentSales
DemandDelivery 09 Sep120 ready · 60 pendingReviewLogistics
MaterialPO-1042 · 600 kgReceipt posted · supplier 08CurrentPurchasing
MaterialWH-N → WH-S · 84Transfer · reconciledCurrentWarehouse
ProductionPR-087 · 160 / 142Planned / actual · BOM 04ReviewProduction
ProductionQC-087 · 3 / 3Checks passed · release readyCurrentQuality
SalesDocumented
StockReconciled
ProductionReleased
QualityChecked

E-Learning · Qualification

Learning becomes an operational state.

Courses, requirements and tests remain linked to the employee, role and deadline. Progress is visible before a qualification expires or becomes overdue.

  • Versioned learning and question banks
  • Individual, team and recurring assignments
  • Reminders, attempts, scores and expiry
Qualification portalSystem online
OverviewModulesSelf-learningTeamCoursesUsersStatus report
Employee / team / requirementTraining obligations
System online
Open38
In progress17
Passed126
Overdue04
CourseTargetStatusProgressDue
Data protectionTeam NorthIn progress12 Sep
Fire safetyAll staffPassed
Quality releaseProductionOpen03 Sep
Customer standardRole AOverdue24 Aug
14 daysQueued
7 daysSent
3 daysQueued
1 dayQueued
OverdueManager

VRUM · Real-time work

It starts with a task—and remains one shared state.

Tasks move between mobile, inbox and a spatial web canvas without becoming copies. Assignment, conversation and completion remain connected across the team.

  • Mobile and web task continuity
  • Real-time sync with offline recovery
  • One task, multiple visual references
VRUM workspace3 devices · current
BoardFocusConnectFilterShare
This weekWaiting / decisions
Confirm delivery windowToday · 14:30 · Owner A
Quality sample approvedCompleted · synced
Supplier review3 files · 6 messages
Pricing decisionWaiting for Finance

Liquidity Planning · Scenario control

Cash is a timeline, not an FTE total.

A rolling view connects opening cash, customer receipts, supplier payments, payroll, tax, investment and financing to a visible minimum buffer and funding need.

  • Thirteen-week cash and twelve-month outlook
  • Base, upside and stress assumptions
  • Plan/actual drivers, runway and buffer alerts
Liquidity planningForecast recalculated
ScenarioRolling cash position
BaseUpsideStress
Opening liquidity€2.46m
Minimum buffer€0.75m
Lowest forecast€1.08m
Ending cash€1.82m
WeekReceiptsPaymentsNetEnd cash
W35+€284k−€196k+€88k€2.55m
W36+€118k−€342k−€224k€2.32m
W37+€362k−€214k+€148k€2.47m
W38+€146k−€417k−€271k€2.20m
03 · Intelligence

Private AI that can show why it knows.

We build source-grounded knowledge systems for documents and internal communications. Ingestion, OCR, hybrid retrieval, local reranking, evidence selection and answer generation form a traceable chain; access boundaries stay attached to the source.

System positionRetrieval and evaluation come first. LoRA is introduced only where a defined, versioned test set proves that controlled adaptation adds value beyond the RAG baseline.

Abstract private knowledge apparatus combining documents, hybrid retrieval, reranking and controlled adaptation

Hagbard · Private intelligence

The answer remains attached to its evidence.

Private sources pass through page-aware ingestion, hybrid retrieval and local reranking before the language model receives a controlled evidence set.

  • Document and page identity retained
  • RAG baseline measured before LoRA
  • Citations, access boundaries and rollback
Private knowledge systemEvidence ready
QuestionWhich source governs the approval boundary?
01Private sourcesAccess retained
02IngestionPage · OCR · 900/120
03Hybrid RAGLexical + semantic
04RerankerQuestion → top 8
05HagbardPolicy · evidence · context
06Private LLMGrounded generation
07Answer3 page citations
Grounded answer

Approval above €50,000 requires two authorised reviewers. The commercial owner initiates the release; finance supplies the second approval before posting. [1–3]

04 · Good fit

When the work is too important for generic software.

A dedicated system is not the answer to every problem. It becomes valuable when the operation is distinctive, consequential or continuously constrained by the tools around it.

01

The workflow is the advantage

How decisions, approvals or execution happen distinguishes the organisation and should not be flattened into a template.

02

Control cannot be delegated

Data, permissions and consequential actions need a clear owner, an inspectable path and a defined operating boundary.

03

The landscape is fragmented

Critical work crosses portals, lists and legacy systems, leaving state, responsibility and reporting disconnected.

05 · Working standard

Individual does not mean improvised.

01

Understandable

The system can be inspected, explained and maintained.

02

Controlled

Permissions and consequential actions remain explicit.

03

Maintainable

Documented infrastructure and replaceable components.

04

Owned

The organisation retains its software, data and operational knowledge.

UnderstandMap the operation, constraint and outcome.
DesignDefine the system, interfaces and control model.
BuildDeliver the native implementation in verifiable stages.
OperateTransfer, monitor and evolve without engineered dependency.