AI Across YourEntire Business
Rudder Analytics helps leadership teams identify where AI can improve business performance, then builds and runs the systems. Each project has a clear business target and a defined cost.
- LeadershipReturn rate on outerwear rose above targetCause explained
- PurchasingReorder plan for 14 SKUs before peak seasonAwaiting approval
- StorefrontShopper asked for a gift under $80Added to cart
- Customer serviceCaller disputed an unrecognized chargeHanded to staff
- SalesCall notes dictated after a client visitReady to confirm
- Data platformSupplier feed missed its overnight deliveryEngineer alerted
The 5 Layers Beneath Reliable AI
Reliable AI needs clear ownership, trusted data and controls that hold up in daily operations. These five layers support each implementation.
- 01
Governed Data
Orders, customers, inventory and finance connected through shared definitions and quality checks. People and AI work from the same figures.
- 02
Business Context
Relevant policies, price lists and contracts retrieved from approved sources, with references your team can check.
- 03
Right-Sized Models
Models selected for each task’s accuracy, speed and cost requirements. Lower-cost options are used where they meet the standard.
- 04
Connected Tools
Connections to systems such as Shopify, NetSuite, Salesforce and your phone platform. Agents complete approved tasks inside the tools your team already uses.
- 05
Tests and Monitoring
Releases tested against real business scenarios. Ongoing monitoring tracks accuracy, failures and cost per task.
The Technology Behind the Layers
AI Results Across Business Functions
From inventory planning to customer service and speech processing.
eCommercePlatform capabilities
Minutesfrom a question to its root cause
200+KPIs tracked against target
AI OS for eCommerce
- eCommerce
20 to 22%less inventory held
AI Demand Planning
- Contact Centers
33%higher agent productivity
Voice Detection for Outbound Calls
- Legal
70%lower manual transcription cost
German Speech Recognition for a Law Firm
- Surgical Care
40%less time reviewing surgical transcripts
Speaker-Labeled Surgical Transcripts
- Hospitality
23%higher guest satisfaction
Voice Control for Hotel Rooms
- Telehealth
13%more telehealth use
Age and Gender Estimation From Speech
- See All Case StudiesExplore the business challenges and solutions behind the results.
Agentic AI That Monitors, Explains and Acts
Waiting for monthly reports can delay decisions about stock, spending and service. AI brings changes to attention while there is still time to respond.
Explore Agentic AIAI OS for eCommerce
Sales, marketing, finance and operations data in one view.
Flags KPIs that need attention and ranks them by severity.
See How It WorksExplains what changed, why it matters and which figures support the conclusion.
See How It WorksAnswers plain-English questions about the screen in view and keeps follow-ups in context.
See How It WorksAI for Shopping and Demand Planning
An AI assistant in your online store that helps shoppers choose with confidence. It answers product questions and builds the cart, while payment stays within your existing checkout.
See How It WorksPurchase recommendations combine forecast demand, current stock and buying constraints. Planners review and approve the buy plan.
See How It Works- Overview
- Growth Marketing
- Profitability
- Customer & CRM
- Sales & Demand
- Order & Fulfillment
- Logistics & Delivery
- Inventory
- Purchase & Planning
- Product & Merch
- 18Critical
- 44Need attention
- 175Healthy
- Perfect order rate97.9%Below target
- Gross sales$167.3MOn target
Two categories deliver 61% of net profit.
Late carrier pickups at one warehouse. Most delayed orders shipped from the East Coast site.
Warehouse: East CoastIssue: Late pickups
Ranked for this shopper
- Trailhead GTXWaterproof · Wide fitBest match$164
- Summit ProWide fitOver $180$219
- Ridge LowStandard fitNo wide fit$142
Shopping assistant
Waterproof hiking boots for wide feet, under $180?
Trailhead GTX fits all three: waterproof, a wide fit and $164.
Add to cart Added to cart- 1 tile = 1 SKU
- 12 reorder candidates
- 9 buys to pause
- 123 with no change proposed
- Revenue at risk$640K12 SKUs forecast to sell out before peak
- Cash tied up$310K9 SKUs hold 6+ months of stock
- Proposed purchases$212K12 reorders, 9 buys to pause, within budget
Speech Engineering for Calls, Chat and Recordings
Answer routine requests and capture spoken details without manual transcription.
Explore Speech EngineeringChatbot & Voicebot
Voice and chat agents that handle routine requests, from delivery changes to appointment rescheduling. Cases that need judgment reach a person with the conversation history.
- CallerSpeech to text
I need a refill of my metoprolol.
- Voice agentRequest handling
- Identity check completed
- Prescription found
- Refill request created
- Voice replyText to speech
Your refill request has been sent to the pharmacy. They’ll confirm when it’s ready.
Request captured and sent to pharmacy
ASR & TTS
Speech recognition tuned to your product names, codes and specialist terms. Text-to-speech gives replies, alerts and instructions a natural voice.
Data That Holds Up When Systems Change
AI agents help build pipelines, clean data and identify cost-saving changes across data lakes and warehouses. Engineers review and approve changes before release.
Explore AI in Data Engineeringorder_totalrenamed toorder_amount- Order data feedField renamed
- Raw copyAffected4 tests passed
- Cleaned and joinedAffected6 tests passed
- Business metricsAffectedTotals reconcile
- Revenue dashboardReporting at riskTotals reconciled
Agentic Schema Evolution
Traces schema changes through connected pipelines and reports, checks compatibility and prepares updates for review.
Agentic Testing
Creates and maintains data tests, runs release checks and helps engineers investigate failures.
How an AI Engagement Runs
Start with the business priority that offers a clear return and a practical path to delivery.
Higher value
More effort
- 01
Assessment
Working sessions assess potential value, data readiness, implementation effort and risk. The output is a prioritized plan with estimated costs.
- 02
Design & Build
The workflow is designed with the people who run it. Development uses your business data, with access controls and approval points agreed upfront.
- 03
Rollout & Adoption
A pilot measures results against the current process. Rollout follows agreed performance checks, team training and sign-off.
- 04
Run & Evolve
Models, integrations and business rules are maintained as needs change. Results and operating costs guide where to expand next.
Questions Leaders Ask Before Committing a Budget
Is an in-house AI team required?
No. Rudder Analytics handles implementation and ongoing technical support. Your team brings process knowledge, sets priorities and approves what goes live.
How ready does company data need to be?
The assessment establishes whether the required data is available, reliable and accessible. Gaps are scoped before development so the plan reflects the work needed.
What does AI cost to run?
Running costs include model usage, hosting, monitoring and support. Estimates reflect expected volumes and review needs. Development and integration are scoped separately.
Should a company buy an AI product or build one?
Buy when an existing product meets the need. Build when the workflow requires capabilities it cannot provide. Rudder Analytics compares fit, integration, control and total cost, including options that combine both.
Where does company data go?
The design specifies where data is hosted, which providers process it and how long it is retained. Access and model-training policies are reviewed against your requirements before deployment.
What happens when the AI gets something wrong?
Validation checks route flagged cases to a person for review. Reported or detected errors are investigated and added to regression tests. Your team can pause automated actions when needed.
Where AI Should Start in Your Business
Bring a business priority or a process that slows your team down. A strategy call helps clarify where AI could help and what an initial assessment should cover.
Prefer email? business@rudderanalytics.com
