Enterprise Knobs Intelligence Platform

The control plane for enterprise AI optimization.

KNOBS EKIP™ helps enterprises identify the high-impact knobs that control AI outcomes : data, prompts, models, features, policies, agents, tools, workflows and business rules : then evaluate, govern and continuously improve them.

360°AI control plane
5Optimization layers
8+Enterprise use cases
24/7Evaluation loop
KNOBS EKIP enterprise overview concept
Expanded from the EKIP overview concept into a full enterprise AI optimization story.

Enterprise AI needs knobs, not just models.

Most AI programs focus on model selection. Real business outcomes depend on many controllable variables: what data is used, how prompts are written, which tools an agent can call, what policies apply, how risks are scored and how feedback is captured. EKIP turns those variables into governed enterprise knobs.

1

Discover high-impact knobs

Identify the small set of data, prompt, model, retrieval, workflow and policy levers that materially change accuracy, risk, cost and business value.

2

Evaluate with evidence

Run repeatable experiments across datasets, prompts, agents and workflows so teams can compare outcomes using measurable signals.

3

Govern every change

Track versions, approvals, constraints, ownership and audit trails so enterprise AI changes can move safely from experiment to production.

4

Optimize continuously

Use feedback loops, monitoring and scorecards to keep improving AI quality as markets, customers, products and regulations change.

5

Connect to business KPIs

Map technical evaluation metrics to business outcomes such as conversion, complaint risk, analyst productivity, compliance and revenue.

6

Scale across portfolios

Manage a portfolio of AI systems across domains including finance, compliance, customer calls, e-commerce, websites and operations.

EKIP architecture: from raw signals to governed intelligence.

EKIP organizes enterprise AI work into connected layers so teams can move from fragmented experiments to governed, reusable intelligence products.

Signal & Data Layer
Documents
Calls & transcripts
Product data
Market data
Knob Discovery Layer
Feature knobs
Prompt knobs
Retrieval knobs
Policy knobs
Evaluation Layer
Golden datasets
A/B tests
Agent evals
Risk scorecards
Governance Layer
Approvals
Versioning
Audit trails
Compliance controls
Consumption Layer
Dashboards
APIs
Agents
Enterprise apps

Core EKIP modules.

Use EKIP as a complete operating system for enterprise AI, or adopt individual modules around your most urgent AI control problem.

D

Dataset Intelligence

Profile, score and curate datasets for training, retrieval, evaluation and monitoring. Understand coverage, freshness, bias, duplication and business relevance.

K

Knob Registry

Create a searchable catalog of controllable variables across prompts, features, retrieval, model settings, thresholds, workflows and guardrails.

E

Experiment Engine

Run controlled tests to compare knob combinations and determine which configurations improve quality, cost, latency, risk and conversion.

G

Governance Controls

Embed ownership, approval, policy, lifecycle and audit controls directly into the AI optimization process.

P

Portfolio Dashboard

Give executives a portfolio-level view of AI systems, business impact, risk exposure, evaluation status and optimization opportunities.

A

Agent Performance Loop

Continuously monitor agents and workflows, capture feedback, detect drift and push improved configurations back into production.

How EKIP works.

A practical workflow for turning AI experimentation into governed business improvement.

Map the AI system

Capture the data, prompts, models, tools, policies, users and business outcomes involved.

Identify knobs

Find the variables that can be tuned and connect them to measurable metrics.

Run experiments

Compare configurations across representative datasets and production-like scenarios.

Govern decisions

Approve, version and document changes before they affect customers or regulated workflows.

Improve continuously

Monitor outcomes, capture feedback and repeat the cycle as business conditions evolve.

Enterprise use cases.

EKIP can sit above many DataKnobs and customer intelligence products as the common optimization and governance layer.

Complaint intelligenceTune detection thresholds, themes, summaries and regulatory risk scoring.
Stocks intelligenceOptimize CPS, momentum, earnings, options, sector and decision signals.
Tax research assistantGovern document extraction, RAG, citations, consent and planner recommendations.
E-commerce agentsImprove recommendations, conversion, personalization and customer journey actions.
Website AI/GEOTune page generation, SEO/GEO, content freshness, schema and conversion actions.
Supply chain riskCombine raw risk signals into company, supplier, product and geography scores.
Data center healthOptimize health score, remaining life, alerts and maintenance decision thresholds.
Agentic workflowsEvaluate agent plans, tool calls, memory, policy adherence and handoffs.
KNOBS EKIP™ by DataKnobs

Make enterprise AI measurable, tunable and governable.

Use EKIP to move from disconnected AI experiments to a controlled optimization system where every improvement is measured, governed and connected to business value.

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