Tableau Workbook Auditor
Audits a Tableau workbook in your browser. The file never leaves your machine.
Ships the same engine as an 11-tool MCP server on npm.
Read the case: Tableau Workbook AuditorSaikiran Andey Revenue Intelligence at LatentView Analytics
I sit with client teams, build the AI SI agents and data tools they ask for, and check that the numbers hold.
Open to Forward Deployed Engineer roles. I built the MCP servers behind a Claude agent for 700 Veeam sales team members.
Ask my agent
1M+
records in the entity resolution I built
Veeam, via LatentView
3
MCP servers with 15+ tools behind the Claude agent
Veeam, via LatentView
11
read-only MCP tools I published on npm
npm: tableau-lineage-mcp2,563
automated checks in HEOR Studio, none failing
Run the checks yourself
Projects
Four products I designed, built and shipped in 2026, and one client agent.
HEOR Studio
An LLM drafts a reviewable study spec, and deterministic emitters write the SAS and SQL.
Verified by 2,563 checks across 24 groups, 0 failing.
Read the case: HEOR Studio
Eigen-Rho
A live SQL interview platform that grades each answer by running it on Postgres.
Load-tested at 20 concurrent distinct cases: 0 errors, 14 ms p95.
Read the case: Eigen-Rho
ClipShuttle
An open-source Adobe Premiere Pro panel that brings YouTube footage into the open project.
Runs in Premiere 2020 to 2025 on macOS.
Read the case: ClipShuttleClaude agent in Microsoft Teams
client workVeeam Software, through LatentView
I built and tested the MCP servers behind it.
- Microsoft TeamsA rep asks
- Claude agentMaps each rep to their accounts by Teams sign-in
- 3 MCP serverschurn riskcustomer 360 profileCRM records15+ tools over Databricks tables
- AnswerBack in Teams
Every request runs the same harness: an action, mapped to a tool, then the output.
Read it in ExperienceCredentials
Anthropic
CCA-FClaude Certified Architect, Foundations
Valid until Nov 11, 2026
Awards
Apr to Jun 2026
Encore Award
LatentView Analytics
Certificate of appreciation for outstanding performance, April to June 2026.
Dec 2021
Impact Award
Mu Sigma
One of the first members of the “Creating Order Out Of Chaos” (COOOC) initiative; with the team, created and implemented its governance framework.
Jan 2021
Spot Award
Mu Sigma
Key contributor to the team’s 2020 automation goals.
Education
2023 to 2024
Northeastern University
Master of Science in Business Analytics
2020 to 2021
IIIT Bangalore
Post Graduate Diploma in Machine Learning and Artificial Intelligence
2014 to 2018
GITAM University
Bachelor of Technology, Electronics and Communication Engineering
Publication
2023
Mapping Radioligand Therapy Referrals in Prostate Cancer: Leveraging Multiple Data Assets to Map the Path to Administration
Co-author, PMSA Annual Conference 2023.
Experience
LatentView Analytics
Revenue Intelligence, client-embedded (Veeam Software, Adobe, Intuit)
to Present
- Translate ambiguous business problems into analytic solution requirements inside each client team; at Veeam, partner with stakeholders across 6+ sales and business segments and present findings to senior leadership.
Veeam Software
to Present
- Found in an earlier UAT round that contracts expiring on the 29th usually roll into the following days, and added grace-period windows to the churn logic so those accounts were not flagged as churn risk by mistake.
- Built entity resolution in SQL and Python, applying probabilistic record linkage and statistical matching across 1M+ records to improve matching accuracy by about 30% and produce the de-duplicated master dataset the revenue reporting runs on.
Contracts expiring on the 29th were flagged as churn risk by mistake; a grace window now waits for the renewal.
29th
Read as a lapseGrace window
Renewal
Flagged as churn riskNot flagged
4 moreShow fewer
- Built and tested 3 MCP servers (churn risk, customer 360 profile, CRM records from Salesforce-sourced tables in Databricks) with 15+ tools behind a Claude agent in Microsoft Teams that maps each rep to their own accounts through their Teams sign-in; passed final UAT with zero errors ahead of an October 2026 rollout to 700 sales team members.
- Migrated the revenue reporting data architecture from legacy to next-generation Salesforce, re-engineering the KPI logic and reconciling each KPI against its legacy definition while rebuilding 15+ Tableau dashboards the global sales organization uses daily, with no disruption to business-critical KPIs through the cutover.
- Built the Databricks pipelines (ingestion, transformation, delivery) that feed the revenue dashboards and forecasting models, processing 2M+ records at 99%+ refresh reliability.
- Embedded revenue forecasting and anomaly detection, plus natural-language querying and automated insight summaries with fallback handling for low-confidence outputs, in the reporting; together they cut stakeholder analysis and meeting-prep time by about 10 hours per week.
In my words
Before the agent, reps looked up churn risk in a Tableau dashboard. The agent turns that lookup into a question in Microsoft Teams. I built the MCP servers behind it, reading tables in Databricks, and a rep’s Teams sign-in maps them to their own accounts, so the agent answers only about accounts they own. Every request runs the same harness: an action, mapped to a tool, then the output. I built the servers, tested them, and got them delivered.
When reporting moved to next-generation Salesforce, I rebuilt the dashboards one at a time and reconciled every KPI against its legacy definition through the cutover. The whole global sales division reads these dashboards daily for its updates, so the bar was that nobody lost a number during the move.
A dashboard is only as trustworthy as the pipeline under it. A failed refresh puts a wrong number in front of an executive.
Adobe
to
- Wrote automation scripts, using agentic AI tools, that pull CPI (cost per install) for 4 regions (AMER, EMEA, APAC, Japan) for week-over-week comparisons, and ran root-cause deep dives tying CPI swings to paid media spend for the mobile-analytics team.
2 moreShow fewer
- Built Power BI dashboards for MAU and CPI analysis with the mobile-analytics and lifecycle-marketing teams.
- Built an early dormancy detection model that Lifecycle Marketing used to prioritize retention interventions.
In my words
I worked inside Adobe’s mobile-analytics team on paid-media measurement. Every week my scripts pulled cost per install for each of the 4 regions, compared it with the week before, and when it moved I dug into why, so marketing could see how its paid media spend was being used.
Intuit
to
- Automated sales and inventory analytics pipelines in Python with model retraining feeding the reporting dashboards, and applied fuzzy-logic deduplication to improve data matching; ran 10+ knowledge-transfer sessions with the offshore team, backed by process documentation.
Master’s at Northeastern
to
Chryselys
Senior Analyst, Business Analytics
to
- Designed wireframes, then built a validation interface that automated descriptive statistics and data-quality checks on incoming client data, replacing manual review.
2 moreShow fewer
- Built provider identity resolution to NPI records for Prostate Radioligand Therapy providers and organizations, closing IQVIA data gaps with web scraping and fuzzy-logic matching and raising NPI mapping accuracy by 60%.
- Built a patient-journey process tracing 10 key encounters around each therapy administration date across integrated client and IQVIA data, and co-authored the patient-journey paper presented at the PMSA Annual Conference 2023.
In my words
For the patient journey I traced the 10 key encounters around each therapy administration date, before and after it, across the client’s data and IQVIA’s. I also presented weekly readouts on patient trends, therapy adoption and provider networks.
ZS Associates
Decision Analytics Associate Consultant
to
- Took Salesforce-integrated workflows through requirements, user-acceptance testing and troubleshooting with onshore stakeholders, coordinating 5 associates.
2 moreShow fewer
- Set up Salesforce data-governance processes after a gap analysis with business stakeholders, with Python/VBA automation that eliminated manual data-entry errors and saved about 12 hours per associate weekly.
- Streamlined commercial data aggregation for Key Opinion Leader (KOL) targeting, contributing to a 15% increase in targeted prescriptions in Q2 2022.
Mu Sigma
Decision Scientist
to
- Built data-governance and QA workflows in SAS and Python that cut errors and analysis time by over 90%, with reusable scripts adopted across multiple teams.
2 moreShow fewer
- Automated the recurring patient-pool extraction, cost, incidence, prevalence and survival-modeling workflows in Python and SAS, saving 1+ workday per project.
- Built Kaplan-Meier and Cox proportional-hazards models on Flatiron oncology data (cohorts from Dx/Rx codes) comparing on-label and off-label outcomes, and helped reproduce a randomized melanoma trial’s results from real-world data.
In my words
If real-world methods can’t reproduce what a randomized trial found, nobody should trust them with questions a trial can’t answer. That was the point of the melanoma project. I also ran hypothesis tests comparing treatment cohorts, researched and presented real-world-evidence strategies for FDA label-extension protocols, and stratified my survival models by clinical and demographic variables.
Skills
Every skill here has a source. Open one to see where I used it.
AI Agents and MCP
Claude API
Veeam Softwareclient work
Claude is the model behind the Teams agent I built the MCP servers for.
HEOR Studiochecked at build
Its
extract_spectool calls the Claude API, and only when a key is set. Live app, opens in a new tabEigen-Rhomy word
The next version, not live yet, uses the Anthropic SDK.
CCA-Fchecked live
Claude Certified Architect, Foundations (CCA-F). Valid until Nov 11, 2026. Skilljar, opens in a new tab
Claude Code
Tableau Workbook Auditorchecked at build
Built with Claude Code, and it ships as a Claude Code plugin. GitHub, opens in a new tab
HEOR Studiomy word
Built with Claude Code.
ClipShuttlechecked at build
Built with Claude Code; the README says so. GitHub, opens in a new tab
Eigen-Rhomy word
Built with Claude Code.
MCP server design and publishing (TypeScript, Zod input schemas)
Veeam Softwareclient work
3 MCP servers with 15+ tools behind a Claude agent in Microsoft Teams.
Tableau Workbook Auditorchecked live
An 11-tool MCP server on npm and the official MCP Registry, written in TypeScript with Zod input schemas. npm, opens in a new tab
HEOR Studiochecked at build
heor-studio-mcpon npm, with Zod input schemas. npm, opens in a new tab
tool API design
Tableau Workbook Auditorchecked at build
Each of its 11 read-only tools reads from a local file path, so nothing is uploaded. GitHub, opens in a new tab
Veeam Softwareclient work
Every request runs the same harness: an action, mapped to a tool, then the output.
HEOR Studiochecked at build
Deterministic tools by default; the one model-backed tool appears only when a key is present. Live app, opens in a new tab
RAG
LatentView Analyticsmy word
Automated minutes of meeting from week-over-week client call summaries with a RAG pipeline.
LLM output validation (human sign-off gates, low-confidence fallbacks)
HEOR Studiochecked at build
generate_codewon’t run without an explicit sign-off and every code list marked verified. Live app, opens in a new tabVeeam Softwareclient work
Natural-language querying in the revenue reporting falls back when the model’s confidence is low.
HEOR Studiochecked at build
Analyses it can’t compute honestly are refused before any code is generated, with the reason. Live app, opens in a new tab
Languages
Python (pandas, scikit-learn)
Veeam Softwareclient work
Entity resolution in SQL and Python across 1M+ records.
Intuitclient work
Sales and inventory analytics pipelines in Python, with model retraining.
Mu Sigmamy word
Patient-pool, incidence, prevalence and survival workflows automated in Python and SAS.
ZS Associatesmy word
Python and VBA automation behind the Salesforce data-governance processes.
SQL (CTEs, window functions, query tuning)
Veeam Softwareclient work
Entity resolution in SQL: probabilistic record linkage and statistical matching.
HEOR Studiochecked at build
Emits SQL that runs in Postgres against answers worked out by hand. Live app, opens in a new tab
Eigen-Rhomy word
Grades each SQL answer by running it on Postgres.
TypeScript
Tableau Workbook Auditorchecked at build
The engine, the browser app and the MCP server are TypeScript. GitHub, opens in a new tab
HEOR Studiochecked at build
The core, the web app and the MCP server are TypeScript. Live app, opens in a new tab
Node.js
ClipShuttlechecked at build
A Node engine inside Premiere drives yt-dlp, ffmpeg and deno. GitHub, opens in a new tab
Tableau Workbook Auditorchecked at build
The MCP server runs on Node over stdio. GitHub, opens in a new tab
Eigen-Rhomy word
An Express server on Node.
React
Tableau Workbook Auditorchecked at build
The browser app is React and Vite, tested with Vitest. GitHub, opens in a new tab
SAS
Mu Sigmamy word
Data-governance and QA workflows in SAS and Python.
HEOR Studiochecked at build
Emits SAS programs as twins of the SQL. The SAS is not run on this site. Live app, opens in a new tab
R
my word
Listed on my word. Nothing public on this page shows R.
Data Modeling and Pipelines
entity and identity resolution (probabilistic record linkage, fuzzy matching)
Veeam Softwareclient work
Entity resolution across 1M+ records, improving matching accuracy by about 30%.
Chryselysmy word
Provider identity resolution to NPI records with fuzzy-logic matching, raising mapping accuracy by 60%.
Intuitclient work
Fuzzy-logic deduplication in the sales and inventory pipelines.
multi-tenant schema isolation (schema-per-case Postgres with read-only roles)
Eigen-Rhomy word
Every case is its own Postgres schema with its own read-only role.
KPI and metric logic
Veeam Softwareclient work
Re-engineered the KPI logic and reconciled each KPI against its legacy definition.
Databricks pipelines (ingestion, transformation, delivery)
Veeam Softwareclient work
Pipelines processing 2M+ records at 99%+ refresh reliability.
Veeam Softwareclient work
The agent’s MCP servers read tables in Databricks.
Salesforce data-architecture migration
Veeam Softwareclient work
Moved the revenue reporting from legacy to next-generation Salesforce.
data governance
Mu Sigmamy word
Data-governance and QA workflows that cut errors and analysis time by over 90%.
Mu Sigmamy word
Impact Award: with the team, created and implemented the governance framework for COOOC.
ZS Associatesmy word
Salesforce data-governance processes after a gap analysis with business stakeholders.
Solution Delivery
client-embedded discovery and solution design
LatentView Analyticsclient work
Embedded in three client teams in a row, turning ambiguous business problems into solution requirements.
AI-assisted prototyping
Adobeclient work
Wrote the CPI automation scripts using agentic AI tools.
Tableau Workbook Auditorchecked at build
Prototyped and shipped with Claude Code. GitHub, opens in a new tab
UAT
Veeam Softwareclient work
Final UAT with zero errors, after an earlier round surfaced contracts expiring on the 29th.
ZS Associatesmy word
Took Salesforce-integrated workflows through user-acceptance testing.
platform cutover (Salesforce migration)
Veeam Softwareclient work
No disruption to business-critical KPIs through the cutover.
troubleshooting
ClipShuttlechecked at build
The README records the bugs that cost real debugging time, and how each was fixed. GitHub, opens in a new tab
ZS Associatesmy word
Troubleshot Salesforce-integrated workflows with onshore stakeholders.
knowledge-transfer sessions
Intuitclient work
Ran 10+ knowledge-transfer sessions with the offshore team, backed by process documentation.
privacy-preserving design
Tableau Workbook Auditorchecked live
The workbook never leaves your machine: no backend, and the audit on this page makes no network requests.
Cloudflare Workers
Tableau Workbook Auditorchecked at build
tableau-lineage.com is served from Cloudflare Workers. GitHub, opens in a new tab
HEOR Studiochecked at build
HEOR Studio runs on Cloudflare Workers. Live app, opens in a new tab
Docker
Eigen-Rhomy word
Ships as a multi-stage Docker image.
GitHub Actions CI
HEOR Studiochecked at build
Every push to main runs the full verification suite in GitHub Actions. Live app, opens in a new tab
npm and MCP Registry publishing
Tableau Workbook Auditorchecked live
tableau-lineage-mcpon npm and the official MCP Registry. npm, opens in a new tabHEOR Studiochecked at build
heor-studio-mcpon npm. npm, opens in a new tab
Analytics and ML
Tableau
Veeam Softwareclient work
Rebuilt 15+ Tableau dashboards through the Salesforce cutover.
Tableau Workbook Auditorchecked live
Built an auditor for Tableau workbooks; it runs on this page.
Power BI
Adobeclient work
Power BI dashboards for MAU and CPI analysis.
revenue and paid-media analytics
Veeam Softwareclient work
Revenue dashboards and the pipelines under them for the global sales organization.
Adobeclient work
Cost per install for 4 regions, week over week, tied to paid media spend.
forecasting
Veeam Softwareclient work
Revenue forecasting embedded in the reporting, fed by the Databricks pipelines.
anomaly detection
Veeam Softwareclient work
Anomaly detection embedded in the revenue reporting.
root-cause analysis
Adobeclient work
Root-cause deep dives tying CPI swings to paid media spend.
Also on my résumé
Zod input schemas, human sign-off gates, low-confidence fallbacks, pandas, scikit-learn, CTEs, window functions, identity resolution, probabilistic record linkage, fuzzy matching, multi-tenant schema isolation, data-architecture migration, client-embedded discovery and solution design.
Building agents for customers? Let’s talk.
Email me
saiki.andey@gmail.com