Adopt a ready solution.
Use prebuilt software and agent patterns when the problem is well understood and speed matters more than bespoke architecture.
- •Faster setup
- •Lower implementation overhead
- •Built on the same reusable capabilities
Capability-led solutions
Start with a business outcome. Reuse the capability underneath.
DataKnobs combines reusable AI/data capabilities with prebuilt solution patterns so teams do not have to start from scratch. SMBs can adopt ready-to-deploy software; enterprises can use the same foundations for specialized agents and governed data products.
KREATEGenerate and assemble data, experiences, assistants, and agents
KONTROLSGovern accuracy, safety, compliance, and operational behavior
KNOBSExpose measurable levers for evaluation, experimentation, and optimization
Capability-to-solution loop
1. CreateUse KREATE to assemble the data product, experience, assistant, or agent.
2. GovernUse KONTROLS to apply guardrails, quality checks, and compliance controls.
3. ImproveUse KNOBS and experimentation to measure what matters and tune outcomes.
4. ReuseCarry the proven patterns into the next solution instead of rebuilding the foundation.
Two delivery motionsSMB / focused teams Enterprise / complex workflows
One capability foundation, different levels of customization.
Choose the motion that fits the problem: adopt a proven solution when the workflow is standard, or compose a specialized implementation when enterprise requirements demand deeper integration and governance.
Compose a specialized solution.
Use DataKnobs capabilities as building blocks for domain-specific agents, governed workflows, integrations, data products, and enterprise operating requirements.
- •Custom data and workflow integration
- •Security, governance, and evaluation
- •Production architecture and rollout
Solutions in action
See the architecture and solution patterns.
Two representative solution views show how reusable capabilities become agentic workflows and product architecture.
Core capability systemCreate Govern Improve
KREATE, KONTROLS, and KNOBS separate creation, governance, and optimization.
That separation is the point: the same solution can evolve without coupling every change to the model, prompt, interface, or governance layer.
KREATE
Generate and assemble LLM-powered websites, intelligent chatbots, agents, physical designs, and data products.
KONTROLS
Apply guardrails for Generative AI, including accuracy, compliance, safety, and Fact Distance-based checks.
KNOBS
Identify measurable levers that drive outcomes, then use them for evaluation, A/B testing, and controlled optimization.
Solution catalog
Operate
Invest & trade
Create
Experiment
Knowledge
Customer risk
Governance
Commerce
Financial planning
Tax
Reusable capabilities already expressed as real solutions.
The portfolio spans operations, investing, governance, ecommerce, financial planning, tax research, experimentation, and knowledge-driven assistance.
AI Webmaster Agent
Monitors SEO, performance, content quality, and site health, then recommends and executes website improvements.
AIStocks Assistant and Agent
Uses earnings-call analysis, company performance, momentum scoring, and options data to support investing and trading decisions.
KREATE
Creates experiences in digital and physical contexts, from web experiences to generated design patterns.
AB Experiment
Runs experimentation across websites, chatbots, assistants, and prompts to improve engagement and conversion.
AI Twin
Learns from organizational knowledge and interactions to provide consistent, context-aware assistance across teams or operational domains.
Complaint Analysis Agent
Identifies potential complaints from emails, transcripts, and customer interactions so teams can detect and address issues earlier.
Compliance Agent
Checks communications and operational activity for potential regulatory violations and supports proactive remediation.
Ecommerce Analysis Assistant
Analyzes product usage and selling performance to improve merchandising and ecommerce outcomes.
Financial Planner AI Agent
Helps CPAs analyze financial data, tax situations, investments, and retirement goals to generate plans and scenarios.
Tax Research Assistant
Supports CPAs with tax research and planning across tax code, IRS guidance, rulings, and client documents.
Technical depth
Solutions are backed by engineering, data-product, cloud, and publishing expertise.
Production delivery spans more than models: it includes infrastructure, distribution, governance, productization, and the operational work required to put AI into use.
AI Assistant & Agent Building
RAG-powered assistants and autonomous workflows that reason and execute within enterprise ecosystems.
Data as a Product
Reliable, accessible data products designed with software-level rigor for downstream intelligence and applications.
Advanced AI Expertise
Generative AI, LLMs, prompt engineering, evaluation, and governance/safety guardrails.
Cloud Infrastructure & Partners
Delivery experience across GCP, Azure, AWS, Nvidia, and Databricks environments.
Marketplace Publishing
Publishing experience for enterprise SaaS across Azure Marketplace, GCP Marketplace, and Databricks.
Mobile App Publishing
End-to-end development and publishing for AI-driven iOS and Android applications.
Delivery products and platform components
Use the same foundations directly—or as building blocks inside a solution.
KreateDataProductsCreate, manage, and scale reliable data products.→KreateWebsitesGenerate and publish SEO-optimized websites from data at scale.→KreateBotsBuild RAG-powered bots and assistants that search, answer, and reason over your data.→AB ExperimentExperiment with websites, prompts, assistants, and bot behavior using measurable knobs.→KontrolsApply Generative AI controls, including Fact Distance for accuracy and safety.→
Need ownership across the portfolio?
Pair the solution stack with fractional AI leadership.
When the challenge spans multiple use cases, teams, architecture choices, governance, and roadmap decisions, the Fractional CAIO/CTO offer provides accountable leadership across the system.