Custom AI Automation Systems You Actually Own
We engineer deterministic microservices that eliminate 10+ hours of weekly manual work across your CRMs, ERPs, and spreadsheets. Shipped in typically under 30 days with zero vendor lock-in.
Operations leads, dispatchers, and project managers routinely spend 10 to 20 hours each week copying data between email inboxes, spreadsheets, CRMs, and legacy ERPs. When customer inquiries sit for hours before follow-up, conversion rates drop by over 30%. When bills of lading or vendor invoices wait in unread queues, billing cycles freeze.
A custom AI automation agency builds software to solve these exact operational bottlenecks. Rather than selling generic chatbots or forcing your team into another rigid SaaS tool, an engineering consultancy designs custom microservices tailored to your existing tools and workflows.
As an engineering-first AI systems consultancy, Knowyours replaces manual data re-entry with deterministic, code-owned microservices. We deliver fixed-scope engineering sprints ($2,000–$5,000+) in typically under 30 days and hand over 100% of the source code directly to your company’s GitHub repository with zero vendor lock-in.
System Architecture: Production Engineering vs. Prototypes
Technical distinctions between fragile prototype scripts and deterministic automation systems.
- Unbounded Loops & Autonomous Routing: Giving LLMs control over execution flow and loop termination risks infinite retries and erratic, unconstrained branching.
- Direct, Unvalidated Writes: Model outputs pipe directly into CRMs, billing tools, or databases, letting hallucinations silently corrupt core systems of record.
- Blind Guesses & Uncaught Edge Cases: Scripts attempt to force-process ambiguous data or fail silently, rather than systematically routing unverified records to human operators.
- Proprietary Workspace Lock-In: Logic built inside agency-owned accounts or closed platforms leaves clients with zero source code access or export path if contracts end.
- Deterministic Orchestration, Bounded Reasoning: The workflow graph owns state, transitions, and business logic in code. LLM calls are scoped to single, well-defined tasks within each node, never given control over routing or execution flow.
- Strict Schema Validation Gates: Inputs and outputs pass Zod or Pydantic verification before committing database, CRM, or ERP writes.
- Rule-Based Triage Queues: Outputs that fail schema validation, break a business rule, or fall outside expected value ranges route automatically to a human queue. The system defers to human operators when validation fails, ensuring zero silent errors.
- Full Code & IP Handover: Clients receive complete GitHub repositories, Docker container configurations, and environment keys.
Bespoke Process Automation
Custom microservices engineered around your team's specific manual workflows.
Operational bottlenecks vary across industries. In logistics, dispatchers reconcile multi-stop route manifests against fuel surcharges. In real estate, property managers extract rent escalation terms from unstructured lease PDFs. In sales operations, teams manually verify credit scores across legacy portals.
Instead of forcing operations into rigid software templates, Knowyours engineers microservices directly around your existing tooling. During our AI implementation process, we map each friction point, define input/output schemas, and deploy containerized automation into your environment.
Speed-to-Lead Automation
Inbound inquiries across SMS, email, and web forms are qualified in under 60 seconds. The pipeline verifies buyer criteria, checks calendar availability, and updates CRM records.
Intelligent Document Processing
Vision transformer pipelines parse table data from vendor invoices, bills of lading, and contracts into PostgreSQL with strict schema validation.
CRM & ERP Synchronization
Bidirectional connectors sync data between legacy systems (QuickBooks, McLeod, Yardi, SAP) and modern web applications via idempotent webhooks.
Support Triage & Routing
Semantic intent classifiers resolve common Tier-1 questions automatically and route complex tickets to team members with complete customer context.
Internal Knowledge Microservices
Private query microservices connect to internal documentation, contracts, and SOPs with role-based access control and isolated vector storage.
Voice AI Receptionists
~500ms voice pipelines answer 24/7 inbound calls, enforce deterministic pricing guardrails, and book appointments directly into your CRM. Explore our voice AI receptionist.
Evaluating an Automation Agency: 4 Technical Criteria
Key architectural and commercial standards to review before contracting an automation build.
Deterministic Orchestration, Bounded Reasoning
Production systems need explicit error handling and validated state, not open-ended prompt chains. Ask how payload schemas are validated (such as Zod or Pydantic gates before any database, CRM, or ERP write) and where code owns state rather than unpredictable model prompts.
Full Ownership: Code, Credentials, and Accounts
Vendor lock-in is not just about repository access. It is about who owns API keys, databases, and platform credentials. A real handover means your organization holds every credential and config file, not just the GitHub repository link.
Verified Outcomes, Not Vanity Metrics
Ask for two or three specific case studies with verified before-and-after numbers from real client engagements. An agency that measures clear business impact gives you verifiable proof, rather than vague claims of helping hundreds of businesses.
Transparent Pricing, Including Run Cost
Fixed-scope sprints with defined deliverables beat open-ended hourly billing. Ask specifically what ongoing compute, API tokens, and hosting spend look like after launch so operational expenses remain clear and predictable.
Frequently Asked Questions
Direct, technical answers to common questions.
Industry-wide, pricing depends on scope. Single-workflow pilots typically run $1,500 to $15,000. Mid-market builds integrating multiple systems (CRM, ERP, helpdesk) range from $20,000 to $100,000, and enterprise-grade multi-agent deployments start above $100,000. Most agencies charge monthly retainers of $2,500 to $15,000 for ongoing monitoring and iteration. Knowyours operates at the focused end of this spectrum: fixed-scope sprints from $2,000 to $5,000+ for well-defined operational workflows, with an optional post-delivery retainer starting at $400/month. Regardless of agency, always ask for a fixed-price or capped proposal before work begins, and verify whether runtime costs (API tokens, hosting) are included or billed separately.
To identify high-ROI automation opportunities within your operations, review our process from Discovery to Delivery, or schedule a free 30-minute diagnostic audit with our team.