Capture
Approved meeting outputs, forwarded emails, transcripts, summaries, and source artifacts enter the capture inbox.
Resource: Product ontology
What Saberra captures from the work your organization already does.
Saberra does not treat every transcript as a pile of notes. It turns meetings, emails, and source artifacts into reviewed memory objects: decisions, tasks, risks, roles, policies, commitments, profiles, events, resources, and citations your team can ask about later.
Sera evidence graphAnswers are assembled from reviewed sources.
QuestionWhat did we decide about the vendor contract?
SSeraReviewed memory only
Board MeetingCited
Decision CandidateCited
Vendor EmailCited
Task RecordCited
The missing layer
The unit of memory is not the meeting. It is the record the meeting should have created.
A transcript is useful evidence, but it is rarely the thing a team needs six months later. The useful record is usually a decision, commitment, risk, role change, policy update, relationship note, or source trail. Saberra separates those objects so they can be reviewed, owned, searched, and cited.
Pipeline anatomyEvery record has a path back to the source.
1Capture inboxGoogle Meet outputs and forwarded context
2Extraction passDecisions, tasks, risks, roles, policies
3Review queueHuman approval before trusted memory
4Notion record20 databases with source traceability
5Sera answerPlain-English answer with citations
Memory objects
The records Saberra is designed to preserve.
Each object has a source, status, owner or reviewer where relevant, and a path back to the conversation or artifact that produced it.
Memory objectWhat it capturesWhy it matters
Decision candidatesWhat the organization appears to have decided, who was involved, what changed, and which source produced the candidate record.Prevents repeated debates and undocumented reversals.
Tasks and commitmentsPromises, next steps, owners, dates, status, and the meeting or email that created the commitment.Prevents follow-through from depending on personal memory.
RisksConcerns, blockers, exposure points, and unresolved tensions that surfaced before becoming failures.Makes weak signals reviewable while they are still manageable.
Roles and assignmentsRole definitions, current holders, transitions, accountabilities, and context behind the change.Keeps authority and ownership visible through handoffs.
Policies and agreementsOperating agreements, governance policies, draft proposals, objections, approvals, and review status.Turns policy memory into an inspectable record instead of scattered notes.
Profiles and relationshipsApproved context about people, partners, donors, members, vendors, and organizations.Preserves relationship memory without forcing one person to hold it all.
Projects and initiativesProject decisions, open commitments, risks, stakeholders, and source-backed status context.Gives successors the project history they usually have to reconstruct.
Resources and commonsShared resources, access agreements, practices, references, and stewardship responsibilities.Makes shared assets findable and governable.
Events and retrospectivesRecurring rhythms, significant events, lessons learned, and what changed afterward.Keeps learning from disappearing after the retrospective ends.
Source recordsThe transcript, email, note, or artifact behind every approved memory object.Lets Sera cite the record instead of inventing an answer.
Human review
Sera proposes. Your organization decides what becomes trusted memory.
This is the difference between an AI summary and an operating memory layer. Saberra can surface candidate records from approved sources, but your reviewer controls what is accepted, corrected, rejected, or routed for sensitive review.
Extract
Sera proposes structured records: decisions, tasks, risks, roles, policies, profiles, and sources.
Review
A human reviewer approves, edits, rejects, or routes sensitive records before they become trusted memory.
Store
Approved records live in the organization's controlled memory hub, with source trails and review status.
Answer
Sera answers questions from reviewed records only, citing the memory objects and sources behind the answer.
Askable memory
The end state is a team that can ask what it has already decided.
Once records are reviewed, Sera can answer questions such as: What did we decide about the vendor contract? Who owns onboarding now? Which risks are still open from the board meeting? What commitments did we make to this partner? What policy changed last quarter?
The answer is useful because it is bounded. Sera answers from the organization's approved memory, not from vibes, loose transcript guesses, or the open internet.
Best-fit teams
- Self-managing teams with roles, circles, consent records, and governance proposals.
- Nonprofits preserving board decisions, program continuity, and funder commitments.
- Worker cooperatives tracking democratic decisions, role rotations, and member accountability.
- Regenerative communities preserving stewardship commitments, events, resources, and sensitive context.
- Consultancies that need client and delivery history to survive lead transitions.
FAQ
Questions teams ask before they trust a memory layer.
Is Saberra just an AI meeting notetaker?
No. Meeting notetakers summarize calls. Saberra extracts structured memory objects from meetings and emails, routes them through human review, and preserves approved records as organizational memory.
Does every extracted item become trusted organizational memory?
No. Sera proposes candidate records. A human reviewer decides what is approved, edited, rejected, or routed for sensitive review.
What does Sera answer from?
Sera answers from reviewed organizational records and source citations. If the record does not exist, Sera should say that instead of filling the gap with general knowledge.
Why define memory objects at all?
Because organizations do not only need searchable notes. They need distinct records for decisions, tasks, risks, roles, commitments, policies, sources, and relationship context.
Find out which memory objects your organization is losing.
The Memory Audit identifies where decisions, risks, commitments, roles, and source context are leaking from your current operating system.