Memora

Solution | Meet Memora

Surface the decisions, changes, and tradeoffs that shaped your requirements, wherever they happened.

Memora works like a digital detective. Using APIs and optical content recall, it ingests artifacts from the tools teams already use (Slack, JIRA, Figma, email, meeting transcripts), links them to requirement objects, and narrates a clear lineage: what changed, who changed it, and what insight drove the shift.

The core design principle: traceability without extra workflow. Memora never asks people to change how they work. Agentic AI handles the context-linking; explainable AI lets teams interrogate and trust the rationale it surfaces. Every requirement becomes a living document with a narrated history of its own evolution.

Memora In-action

To demonstrate Memora in context. The semester also had us to frame our products to how it would apply to an organization. I proposed Horizon Motors: a fictional electric vehicle startup deploying cross-functional EPD pods (Integrated Product Teams) across vehicle subsystems. The fictional framing let me stage realistic organizational failure without any single company's politics. It's also interesting to note this framing reflects a lot what I've seen in the aerospace industry - the auto industry, which shares the common pain points between hardware and software development nicely plays an analog here!

The story follows the Interactive Unit Group, where three people each hold part of the story and none can trace the whole:

• Ollie (Design) joined three weeks ago. He finds design spec parameters with no context. Safety requirement? Compliance? Someone's habit from two years ago? He searches Notion, Slack, Confluence. Nothing connects.

• Marcos (SWE) keeps the system running, but years of undocumented decisions leave him guessing in the codebase. No changelogs, no comments, just old commits and unease about the team's versioning habits.

• Annie (PM) fields questions from clients, leadership, and legal about critical UI changes and can't find a coherent explanation. She spends entire days toggling tools, piecing the story together manually.

The scenario plays out across one week. A font size change ripples through the team until Friday's all-hands, when leadership asks: "Who approved this? Is it compliant?" No one knows. Emergency all-hands to manually trace a single UI spec change.

Three Role-Specific Flows

Memora was prototyped with Figma to exercise how Memora supported each of those roles in the Horizon Motors scenario.

• Design: Memora surfaces the decision trail. Ollie queries the animation parameter and immediately sees the linked requirement, the original review thread, and the compliance constraint behind the value. He tags the design lead to confirm before publishing. Newcomers onboard without archaeology.

• Engineering: Memora reveals the gaps and raises the bar. Tracing incomplete change histories shows Marcos how fragile past practices were. He starts championing clearer code rationale and traceable implementation trails. Memora doesn't just answer his question. It shifts his behavior.

• PM: Memora finds the why. Complete rationale lets Annie translate complexity into clarity for stakeholders. She models a shift from chasing clarity to building it in, making context-sharing a team habit rather than an optional task.

Fun Excursion | Meet Tracy

A film noir detective remora fish, because requirements deserve personality too.

Tracy is Memora's mascot: a detective-minded remora fish, magnifying glass always at the ready, inspired by Salesforce's mascot ecosystem. Requirements traceability is dry subject matter, and Tracy gave it a narrative hook. A detective who follows the trail of decisions through organizational murk made audiences lean in, and made the concept stick.

GenAI tools were exploding that semester, and Tracy became my testbed: rapid character exploration through generative iteration until the mascot felt playful, on-brand, and genuinely useful as a storytelling device. The pitch closed with a brand activation concept: photos with Tracy, limited edition keychains for the first 100 visitors.