System architecture
One outcome. The right systems behind it.
CONSAI connects demand, revenue, operations, intelligence and infrastructure. Open a layer to see what becomes relevant to the constraint.
Layer 01
Acquire
Create qualified demand
Positioning & Brand
Clarify the offer, narrative and visual system so the business becomes easier to choose.
Signals
- The offer sounds generic
- Different channels tell different stories
What we build
- Positioning architecture
- Brand and message system
How progress is measured
- Qualified attention
- Message consistency
Web, CMS & Commerce
Design and engineer websites, content platforms and commerce journeys around buyer intent.
Signals
- The website does not convert
- Publishing is slow or fragile
What we build
- UX and UI system
- Web, CMS or commerce build
How progress is measured
- Conversion rate
- Core Web Vitals
Search & AI Visibility
Build technical, semantic and authority layers for SEO, GEO, AEO and LLM discovery.
Signals
- Competitors dominate discovery
- AI platforms do not cite the company
What we build
- Technical search architecture
- Authority and answer system
How progress is measured
- Qualified organic demand
- Search and AI citations
Paid Demand
Connect paid media, landing journeys, analytics and lead qualification into one demand system.
Signals
- Ad spend produces weak leads
- Campaign data stops at the form
What we build
- Campaign architecture
- Landing and attribution system
How progress is measured
- Qualified cost per lead
- Pipeline contribution
Reputation & Authority
Structure reviews, proof, cases and public credibility across relevant platforms.
Signals
- Trust exists offline but not online
- Reviews are unmanaged
What we build
- Reputation architecture
- Proof and case system
How progress is measured
- Review quality
- Trust-assisted conversion
Lead Intelligence
Research, enrich, score and route prospects around fit, timing and legitimate business signals.
Signals
- Prospecting is inconsistent
- Lists contain poor contact data
What we build
- Lead research model
- Qualification and enrichment rules
How progress is measured
- Contact completeness
- Qualified lead rate
Layer 02
Convert
Turn attention into revenue
CRM & Pipeline
Create a practical CRM structure for ownership, stages, history and next action.
Signals
- Opportunities live in inboxes
- Pipeline data cannot be trusted
What we build
- CRM architecture
- Lifecycle and ownership model
How progress is measured
- Pipeline hygiene
- Stage conversion
Qualification & Routing
Use explicit rules and diagnostic context to classify, prioritize and route inbound demand.
Signals
- Every inquiry receives the same treatment
- High-intent leads wait too long
What we build
- Qualification model
- Assignment and escalation logic
How progress is measured
- Speed to lead
- Sales acceptance rate
Sales Follow-up
Design accountable follow-up sequences, tasks and safeguards around the buying journey.
Signals
- Leads disappear after first contact
- Follow-up depends on memory
What we build
- Follow-up architecture
- Sales task and notification logic
How progress is measured
- Response rate
- Follow-up completion
Conversion Experience
Improve booking, inquiry, quote and checkout paths through evidence-led UX.
Signals
- Visitors hesitate or abandon
- Forms collect the wrong context
What we build
- Journey redesign
- Experiment and measurement plan
How progress is measured
- Completion rate
- Qualified conversion
Proposal & Commerce
Connect proposals, approvals, invoicing and customer handover with clear commercial records.
Signals
- Quoting is slow
- Commercial history is fragmented
What we build
- Proposal workflow
- Invoice and payment integration
How progress is measured
- Time to proposal
- Close cycle
Layer 03
Operate
Remove operational friction
Workflow Automation
Map operational work and automate the high-friction steps with observable controls.
Signals
- Teams copy data between tools
- Growth creates administrative pressure
What we build
- Process architecture
- Automation and exception design
How progress is measured
- Cycle time
- Manual hours removed
Custom Software & SaaS
Engineer internal platforms, customer products and SaaS systems with durable ownership boundaries.
Signals
- Off-the-shelf tools force poor processes
- Core work depends on spreadsheets
What we build
- Product architecture
- Secure application development
How progress is measured
- Adoption
- Operational throughput
Web & Mobile Apps
Design and build responsive web applications and mobile experiences around real workflows.
Signals
- User journeys are fragmented
- Legacy tools fail on mobile
What we build
- Product UX and UI
- Application engineering
How progress is measured
- Task completion
- Product engagement
Integrations & API
Connect CRM, payments, inventory, communication and specialist platforms through governed APIs.
Signals
- Data is duplicated
- Integrations fail silently
What we build
- Integration map
- API and webhook implementation
How progress is measured
- Sync reliability
- Exception volume
Collaboration & Operations
Create shared operating views, roles and service workflows for accountable execution.
Signals
- Teams lack a shared status
- Customer requests get lost
What we build
- Operations workspace
- Role and service design
How progress is measured
- Resolution time
- Ownership clarity
Layer 04
Intelligence
Make better decisions
AI Operators & Agents
Deploy governed AI interfaces that diagnose, retrieve, prepare and act within explicit boundaries.
Signals
- AI experiments remain disconnected
- Teams cannot trust generated output
What we build
- Agent architecture
- Knowledge and control layer
How progress is measured
- Resolution quality
- Human time saved
Analytics & Control Towers
Unify relevant metrics, exceptions and forecasts in role-specific intelligence surfaces.
Signals
- Reports disagree
- Leaders see issues too late
What we build
- Metric architecture
- Decision dashboard
How progress is measured
- Decision latency
- Data completeness
Business Diagnostics
Guide stakeholders through a structured diagnosis before prescribing technology or campaigns.
Signals
- Many symptoms compete for attention
- Projects start without a shared problem
What we build
- Constraint map
- Prioritized build path
How progress is measured
- Priority alignment
- Time to decision
Predictive Decision Support
Combine historic and live data into explainable forecasts, scenarios and recommended actions.
Signals
- Planning relies on intuition alone
- Risks are discovered after impact
What we build
- Forecasting model
- Scenario and intervention logic
How progress is measured
- Forecast quality
- Intervention lead time
AgroOS, EnergyOS & Carbon Intelligence
Connect field, asset and program data into operational intelligence for agriculture, energy and carbon ecosystems.
Signals
- Field data is fragmented
- Sustainability evidence is difficult to verify
What we build
- Domain data architecture
- Operational and impact intelligence
How progress is measured
- Resource efficiency
- Evidence coverage
Layer 05
Infrastructure
Build a secure foundation
Cloud, Network & Security
Design hosting, access, network and application controls around business risk and continuity.
Signals
- Critical systems lack ownership
- Security depends on defaults
What we build
- Infrastructure architecture
- Security hardening and monitoring
How progress is measured
- Availability
- Security findings
Data Architecture
Structure databases, lifecycle rules and integration contracts for reliable products and reporting.
Signals
- Multiple records describe the same entity
- Teams cannot trace data origin
What we build
- Canonical data model
- Governance and retention design
How progress is measured
- Data quality
- Traceability
DevOps & Delivery
Create repeatable environments, testing, deployment and observability for software delivery.
Signals
- Releases are manual
- Production differs from development
What we build
- Delivery pipeline
- Environment and rollback controls
How progress is measured
- Deployment reliability
- Recovery time
Performance & Core Web Vitals
Measure and improve rendering, assets, caching and runtime behavior across the delivery path.
Signals
- Pages feel slow
- Performance regresses after publishing
What we build
- Performance audit
- Frontend and delivery optimization
How progress is measured
- LCP, INP and CLS
- Payload size
Privacy & Compliance
Implement practical consent, retention, access and evidence controls across digital workflows.
Signals
- Consent cannot be proven
- Personal data is copied without lifecycle rules
What we build
- Privacy control map
- Consent and retention implementation
How progress is measured
- Control coverage
- Retention compliance
Managed Platform Operations
Maintain, observe and improve the connected platform through clear service responsibilities.
Signals
- Systems decay after launch
- No one owns cross-platform incidents
What we build
- Operating agreement
- Maintenance and improvement cycle
How progress is measured
- Service health
- Issue resolution