MADRID, ESProject → product

Execution discipline,now building with LLMs.

I’m Tiago Morais — I have fifteen years in investment data and delivery at Morningstar and Allfunds. Along the way I started building LLM tools to take the low-value work out of delivery, and it’s become the work I care about most. I’d like to make it the day job — in product, or in roles that help teams use AI well. The tools below are where I’ve started.

tm@tools ❯
See the toolsMy background
Tiago Morais
15 yrs·13 LLM tools
TM·
01About

Delivery, with the data to prove it

My career blends deep functional expertise in investment data with structured delivery — building Morningstar’s Brazilian fund database from zero, leading teams across Madrid, London and Chicago, and most recently running cross-functional delivery at Allfunds. Several years ago, before it was anyone’s strategy, I became convinced that LLMs would change how delivery gets done — so I did what a delivery person does with a conviction: I put it to work. I’ve built 13 tools, each around a real delivery problem, several of them woven into how I ran my last role.

Most organizations are now working through that same shift — moving AI from ambition to daily practice. Helping scale it from inside a product organization is what I want next. Day to day, I’m equally comfortable driving execution and translating between technical, analytical and business audiences — in Portuguese, English or Spanish.

15Years experience
3Teams led — 3 countries, 2 continents
120+Providers managed
4Markets lived & worked
Meeting & status summarizer·RAG project knowledge assistant·Feedback & research synthesis engine·Automated PRD & requirements drafting·Risk assessment & scenario planning·Stakeholder communication generator·Roadmap & prioritization scoring·Portfolio & resource optimization·
Meeting & status summarizer·RAG project knowledge assistant·Feedback & research synthesis engine·Automated PRD & requirements drafting·Risk assessment & scenario planning·Stakeholder communication generator·Roadmap & prioritization scoring·Portfolio & resource optimization·
02LLM tools

Thirteen tools, one thesis

Every tool below removes a slice of PM busywork — so the time goes to judgment, not formatting. Each opens with a working demo.

01Automation

Meeting & status summarizer

Reads a week of meeting notes and drafts the status update — minutes, not hours.

Open demo
02Knowledge

RAG project knowledge assistant

Answers project questions from your own docs — with citations, not guesses.

Open demo
03Synthesis

Feedback & research synthesis engine

Clusters raw customer feedback into themes, with representative quotes and counts.

Open demo
04Drafting

Automated PRD & requirements drafting

Turns a rough feature brief into a structured PRD skeleton, ready to refine.

Open demo
05Planning

Risk assessment & scenario planning

Builds a risk register and plays out best/likely/worst delivery scenarios.

Open demo
06Communication

Stakeholder communication generator

One update, retold for each audience — exec summary, team detail, client note.

Open demo
07Prioritization

Roadmap & prioritization scoring

Scores candidate roadmap items on reach, impact, confidence and effort — transparently.

Open demo
08Operations

Portfolio & resource optimization

Balances people across projects and flags over-allocation before it bites.

Open demo
09 — 13Extended toolkitFive more, built on the same engine once the eight had shipped.
09Knowledge

Ask my portfolio

A recruiter-facing assistant that answers questions about my experience — with sources.

Open demo
10Strategy

OKR drafting & alignment checker

Turns fuzzy goals into measurable OKRs and flags misalignment with the level above.

Open demo
11Data

Data-quality rule generator

Describe a dataset in plain words; get typed validation rules and anomaly explanations back.

Open demo
12Compliance

Regulatory change impact scanner

Reads a regulatory update and maps it to affected workflows, owners and deadlines.

Open demo
13Synthesis

Sprint retro synthesizer

Clusters raw retro notes into themes and committed actions with owners.

Open demo
03Experience

Five levels of scope in fifteen years

Not five similar jobs — five step-changes in responsibility, each one earned by delivering the last: one database, then 120 relationships, then teams of nine, then the strategy, then the whole delivery.

2011 — 2013
LEVEL 1 / 5
Foundation

Data Analyst

Morningstar · Madrid

I built Morningstar’s Brazilian mutual fund database from zero — ~12,000 funds — and established direct relationships with the Brazilian regulators, becoming the team’s SME for performance data.

SCOPE — ~12,000 funds · 1 market↳ Promoted to London to own provider relationships
2013 — 2017
LEVEL 2 / 5
Trusted externally

Relationship Manager

Morningstar · London

I managed 120+ investment providers — Barclays, Vanguard, PIMCO — then represented Morningstar at the Investment Association Sector Committee, owning portfolio data quality for BlackRock, PIMCO and Fidelity.

SCOPE — 120+ providers · UK majors↳ Trusted with the firm’s external voice → asked to lead teams
Data Relationship Manager2013 — 2015
IA Sector Monitor Relationship Manager2016 — 2017
2015 — 2022
LEVEL 3 / 5
Leading teams

Team Lead

Morningstar · London, Madrid & Chicago

I led teams of up to nine across three offices — a maternity-cover leadership role in London earned a permanent lead seat in Madrid, then a global remit spanning Chicago.

SCOPE — Teams of 7–9 · 3 offices↳ Consistent KPI delivery → pulled into strategy design
UK Open-End Data Team Leader2015 — 2016
Data Team Lead — Performance & Portfolio2017 — 2020
Team Lead, Data2021 — 2022
2023
LEVEL 4 / 5
Shaping strategy

Senior Business Analyst

Morningstar · Madrid

I designed the team’s OKR framework and KPI system, and launched a certification programme that upskilled downstream teams and measurably cut escalations.

SCOPE — Team strategy · downstream orgs↳ Strategy work → recruited to run delivery at Allfunds
2023 — 2026
LEVEL 5 / 5
Owning delivery

Project Manager

Allfunds · Madrid

I ran cross-functional planning and delivery across data operations and technology — dashboards that changed how leadership sees progress, and projects that landed on time or early.

SCOPE — Cross-functional portfolio↳ Next: product
04Skills

What I bring

Product & delivery
Agile & ScrumOKR designLEAN Six SigmaRisk & scope managementStakeholder governanceRoadmapping
Data & analytics
Data operationsData governanceKPI designReporting dashboardsBusiness analysisInvestment data
AI & tooling
LLM prototypingRAG systemsPrompt designWorkflow automationEvaluation & iteration
Languages
Portuguese (native)English (native)Spanish (native)French (B1)
05Personal projects

Built off the clock

Products I build for myself — same design system, same standards, no meetings.

01

A one-stop tracker for everything you’re waiting for. Follow your shows, films, football teams, artists, games, and product launches — Next Up lays the next episode, kickoff, release, and keynote on a single timeline, soonest first and in your timezone, then subscribes it straight into your phone, tablet, or desktop calendar. Four languages, no ads, no noise.

Next.js · Prisma/Postgres · TVmaze, TMDB, MusicBrainz, IGDB, TheSportsDB · this design system
Try it — sign in with
Open app
02

Glassdoor tells you the rating; it doesn’t answer your question. Next Job Community lets you talk to people who actually worked at the company you’re about to join — search it, find former employees who’ve volunteered to be candid, and ask them directly over live chat. They’ve moved on, so they can be honest about the roadmap chaos, the on-call, the career path.

React · Express · WebSockets · SQLite · Fly.io
Try it — sign in with
Open app
03

Point your phone at any product barcode and it tells you which recycling bin each part of the packaging goes in — jar to glass, lid to packaging, label to paper — with the right bin colors for Spain, Portugal or France. Built on Open Food Facts data, and when a product’s packaging isn’t catalogued yet, your answer can be contributed back to the database for the next person.

Vanilla JS · BarcodeDetector · Open Food Facts · this design system
Open app
Worked with · built on
Employers
MorningstarAllfunds
AI
AnthropicOpenAIPerplexityGitHubGitHub Copilot
Data
DatabricksSnowflake
Cloud
Microsoft AzureAWSGoogle CloudOracle Cloud
Tools
AsanaTrelloConfluenceAha!