The engine
· context · reasoning · expertise · flywheel

Why it works.

Context, reasoning, expertise, and a flywheel that compounds — so every action your agents take is grounded in your business and gets sharper with every action.

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01Context

Every signal,
one graph.

Customer interviews, strategy docs, voice notes, meeting transcripts, codebase. Momental reads them all, structures them, and links them into a graph every agent on your team works from.

24.8k atoms · live↑ 3 promoted to principles this week≡ 0 unresolved contradictions
↳ What Momental understands

Your reality, understood.

Momental maps and understands everything it needs to make the right decisions about how to improve your product and metrics.

01 · GOALS

Mission, objectives, and key results — mapped in a hierarchy where every task connects back to the outcome it serves.

→ live in graph
02 · CUSTOMERS

Every customer, every conversation, everything they've said — connected. Not a CRM field. The actual signal, attached to the person who gave it.

→ live in graph
03 · CODE

Your codebase as a graph, not a directory. Every function mapped to the decision that shaped it. Every change scored for blast radius before it lands.

→ live in graph
04 · PRINCIPLES

The rules your team operates by, learned from how you actually work. New decisions get measured against them automatically.

→ live in graph
05 · DECISIONS

The calls your team has made, and why. Context and tradeoffs logged and carried forward. No re-litigating settled questions.

→ live in graph
06 · PRODUCT

Every feature, what users have said about it, and the decisions that shaped it. The full history of why the product looks the way it does.

→ live in graph
↳ Sources feeding the graph
Customer callsVoice notesStrategy docsPostHogGoogle AnalyticsGitHubmore integrations coming soon
↳ For the whole team

Context shaped by every team member.

See what's been decided, what's been learnt, and what might conflict in a human-friendly UI where everyone, regardless of technical skills, can contribute. Add, edit, or retire anything your team no longer stands behind.

Memory24 atomsAll types ▾
DECISIONJan 12 · Arthur

Go with per-seat pricing over usage-based model.

4 linked
PRINCIPLEJan 15

Every pricing change validated with 5 customers first.

from 3 decisions
DATAJan 28 · interview

"I just want it to work — three tools, all of them tag manually."

LEARNINGFeb 1 · @research

Users who finish onboarding in their first session retain 3× better.

2 linked
DECISIONFeb 3 · planning

Use CSS variables for all theming. No hardcoded colors.

6 linked
PRINCIPLEDec 20

No feature ships without a flag until validated with real users.

from 5 decisions
DATAFeb 18 · sales calls

Search ranked #1 priority in 8 of 12 Q1 customer calls.

LEARNINGMar 2 · @analyst

Teams that adopt async docs see 40% fewer status meetings.

DECISIONMar 5 · leadership

Ship search before analytics — Q2 priority shift.

3 linked
02Reasoning

Agents that think,
not just execute.

Every agent action traces back to the source it came from and forward to everything it influences. No black boxes. No "the model said so." When the graph contradicts itself, the agents pause and ask.

↳ Reasoning trace
DATA5 customer interviews flagged pricing confusion
derives from
LEARNINGFinance teams budget by seat, not by usage
informed
DECISIONPer-seat pricing
shaped
PRINCIPLEPricing must be predictable for buyers
Every atom checked against principles before shipping.
↳ When the graph contradicts itself

Contradictions surface at authorship,
not after launch.

When a new decision contradicts an existing principle, customer signal, or another decision, agents flag it instead of overwriting. You hear about misalignment in the doc, not in the post-mortem.

DECISION

"Build advanced dashboard analytics — prioritised for Q2."

⚡ conflict
DATA

"Analytics never mentioned in 7 of 10 recent customer calls. Search was #1."

03Expertise

Built on how the best actually grew.

The agents have absorbed the playbooks of the operators we admire most — Spotify, Google, PayPal, Linear, Vercel, Notion. Patterns that worked at scale, encoded as candidate moves the agents reach for only when they fit your business.

240+ encoded plays↑ updated weekly≡ matched only when context fits
PLAY 01SPOTIFY

Personalized onboarding by listener archetype

+38% week-1 retention
PLAY 02GOOGLE

Search-first acquisition tied to commercial intent

24× DAU compounding over 3 yrs
PLAY 03PAYPAL

Trust signals on the checkout edge — not above the fold

+8.4% completion · paid funnels
PLAY 04LINEAR

Velocity as positioning — every release note as proof

Top 3 / SERP for "issue tracker"
PLAY 05VERCEL

Developer-led growth — docs, demos, and PR templates

4 of 5 leads start in docs
PLAY 06NOTION

Templates as a viral loop, gated only on save

21% of new sign-ups via shared template
04Flywheel

Gets smarter
every time it ships.

Every shipped action becomes a new atom. Every result feeds the graph. The longer the team runs in your context, the less they fall back on public best practice — and the more they reason from your business specifically.

Ship

Agent runs an experiment, opens a PR, sends a campaign.

Measure

Result lands as a DATA atom — counted, contextualized, attributed.

Learn

Pattern across multiple atoms gets promoted to a LEARNING.

Update

Recurring decisions become PRINCIPLES — added to every agent's context.

Repeat

Next experiment starts already aware of what worked, what failed, and why.

↳ Compounding over time
from a sample customer · live data
DAY 7
14principles extracted

pulled out of your team's recent decisions and saved automatically.

DAY 30
47principles live

agents now self-block on 3 of them before shipping.

DAY 90
128experiments shipped

every result captured. Agents skip retesting things they've already proven.

DAY 180
89%decisions from your work

agent reasoning now references your team's actual history more than public best practice.

05Final word

Unicorn growth
for everyone.

World-class growth teams are rare. Momental is how you get one anyway.

Talk to a human
MOMENTAL · MENLO PARK / REMOTE

The world's first autonomous product growth team. Backed by founders who've shipped growth at every scale.

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