KNOWLEDGE ATLAS

The knowledge base that improves itself.

Knowledge Atlas is the knowledge base that writes itself - the source of truth powering Fini's agent and every surface your support runs on. Every resolved ticket becomes a cited article. Contradictions get caught before customers see them. Nobody spends their Friday updating docs

KNOWLEDGE ATLAS

The knowledge base that improves itself.

Knowledge Atlas is the knowledge base that writes itself - the source of truth powering Fini's agent and every surface your support runs on. Every resolved ticket becomes a cited article. Contradictions get caught before customers see them. Nobody spends their Friday updating docs

Introducing Knowledge Atlas

Introducing Knowledge Atlas

One self-maintaining knowledge layer, doing the work of a documentation team.

One self-maintaining knowledge layer, doing the work of a documentation team.

Auto-generated articles

Auto-generated articles

Conflict detection

Conflict detection

Intent-based search

Intent-based search

Tree attribution

Tree attribution

Self-improvement

Self-improvement

Hosted help center

Hosted help center

Version history

Version history

130+ languages

130+ languages

HOW IT WORKS

How Knowledge Atlas works

Live without engineering. Agentic workflows inside two weeks. Full autonomy by day 30. No migration project.

#1

CONNECT YOUR SOURCES

Start with what you already have.

Bring in your help center, docs, PDFs, past tickets, and Slack threads. Atlas turns them into one structured tree of cited articles. No cleanup, no migration first.

Pulls from every source at once, no migration or cleanup first.

Merges overlapping docs so every answer has one home.

#2

Auto-generated knowledge

Every resolved ticket becomes an article.

When Fini hands a ticket to your team, Knowledge Atlas watches the resolution and writes the documentation, with no one touching a keyboard.

Extracts the information and updates the Knowledge graph

Files it in the right branch of your tree, searchable instantly.

#3

Conflict detection

Two articles disagree. It catches it.

A contradiction in your docs becomes a contradiction in your AI's answers. Knowledge Atlas finds them before your customers do.

Flags duplicates, contradictions, outdated content, and version mismatches.

Surfaces them in a reconciliation dashboard, so there is no guessing what's current.

#4

Tree-structured attribution

Every answer traces to one source.

The tree structure is what makes the AI auditable: no blended answers from conflicting sources, ever.

100% citation accuracy with full version history.

Confidence scores based on source reliability.

Finiconnecting sourcesCONNECTINGEVERY SOURCE → ONE STRUCTURED TREEHelp centerDocsPDFsTicketsSlackPULLED FROM EVERY SOURCE AT ONCEKnowledge Atlas5 sources · overlaps mergedCLEAN · CITED · STRUCTURED ARTICLESNO CLEANUP · NO MIGRATION FIRST

RAGLESS SEARCH

No chunks, no embeddings. The LLM reads the actual article.

RAG retrieves fragments that sound similar and stitches them into blended, unsourced answers. Knowledge Atlas skips retrieval entirely: the LLM reads whole articles natively, understands what people actually mean, and traces every answer to one source.

"Card declined," "payment won't go through, one underlying issue, one right answer.

No retrieval layer to tune, no embeddings to re-index when docs change.

Search sharpens as it learns which articles actually resolve the query.

Finireading the articleREADINGBanking › Transfers › LimitsWithdrawal Limitsv3NO CHUNKS · NO EMBEDDINGSANSWERYour minimum withdrawalamount is $20.1SOURCEWithdrawal LimitsBanking › Transfers › Limits · v3CONFIDENCE0.00BLENDEDfalseTRACED TO 1 SOURCENO CHUNKS · NO EMBEDDINGS · ONE SOURCE

SELF-LEARNING

It doesn't just answer. It learns.

01

Suggests new articles

Spots unresolved questions and drafts the missing coverage.

02

Updates existing ones

Flags stale or conflicting articles and proposes the rewrite.

03

Instructs per article

Writes usage rules on each article and refines them over time.

04

Shows what's working

Analytics on which articles resolve and where gaps recur.

ONE SOURCE, EVERY SURFACE

One knowledge base. Every place support happens.

Powers your AI agent

Clean, cited, conflict-free source data behind every answer it gives.

Hosts your help center

A branded, customer-facing center with AI search that deflects tickets before they arrive.

Reconciliation dashboard

Every conflict and gap in one place, with the current version flagged.

Version history

Full history on every article, so any answer is traceable to approved documentation.

Usage analytics

See which articles resolve, which gaps recur, and where search falls short.

130+ languages

Serve the same knowledge to customers in the language they ask in.

PROVEN IN PRODUCTION

Already live where accuracy isn't optional.

Already live where accuracy isn't optional.

0%

increase in

autonomous resolution

increase in

autonomous resolution

0%

increase in

knowledge coverage

increase in

knowledge coverage

0hr
0m

Documentation upkeep

per week

Documentation upkeep

per week

A fast black sports car races down the highway.
A fast black sports car races down the highway.

WEFUNDER CUT RESPONSE TIME FROM 7 HOURS TO 15 MINUTES WHILE HANDLING 2X THE VOLUME

WEFUNDER CUT RESPONSE TIME FROM 7 HOURS TO 15 MINUTES WHILE HANDLING 2X THE VOLUME

"Every ticket we resolve now writes itself back into the Atlas as a cited article, so the knowledge grows instead of the headcount. Instead of trying to add and train more people, we can thrive at our current size."

"Every ticket we resolve now writes itself back into the Atlas as a cited article, so the knowledge grows instead of the headcount. Instead of trying to add and train more people, we can thrive at our current size."

Kai Moon, Head of Investor Success

Kai Moon, Head of Investor Success

28%

Increase in first response time

Increase in first response time

2x

2x

Volume handled

Volume handled

Why CX teams use Knowledge Atlas

Compared to a traditional KB

Traditional knowledge base

Knowledge Atlas

Knowledge Atlas

Who writes the articles

Your team, by hand

Generated by AI from resolved tickets

Keeping it current

Manual, 15-20 hrs/week

Self-updating from live tickets

Conflicts and duplicates

Found by accident, if ever

Detected and flagged to reconcile

Search

Chunk retrieval (RAG)

LLM native AI search (RAGless)

Answer sourcing

Blended from several articles

One cited, authoritative article

Customer-facing help center

A separate tool

Built in, hostable, same source

Gets better over time

Traditional tools help you search what you already wrote. Knowledge Atlas writes it, fixes it, and keeps it honest.

Compliance First

Secure by design

Built with security and compliance embedded at every
layer to protect sensitive financial data.

Built with security and compliance embedded at every layer to protect sensitive financial data.

SOC 2 Type II

PCI DSS Level 1

ISO 27001

GDPR

HIPAA · BAA-ready

Data Encryption

Every answer comes back with its source.

Every answer comes back with its source.

No synthesis, no blended responses. Each answer points to exactly one article, with its version and a confidence score, the audit trail regulated teams require.

No synthesis, no blended responses. Each answer points to exactly one article, with its version and a confidence score, the audit trail regulated teams require.

response.json
{
"answer": "Your minimum withdrawal amount is $20.",
"source": {
"article": "Withdrawal Limits",
"path": "Banking › Transfers › Limits",
"version": "v3",
"confidence": 0.98
},
"blended": false
}

See it on your own documentation, free.

See it on your own documentation, free.

Book a call and see what Knowledge Atlas can do for your team.

Book a call and see what Knowledge Atlas can do for your team.

HOW IT WORKS

How Knowledge Atlas works

Live without engineering. Agentic workflows inside two weeks. Full autonomy by day 30. No migration project.

Disputes and fraud claims

Verify the customer, pull the transaction, and check it against your fraud rules before anyone is paged.

File the dispute, issue provisional credit where eligible, and log every step for the chargeback and audit trail.

Account access and identity

Step up to KYC-grade verification before any sensitive action, every single time.

Reset MFA, unlock accounts, and re-verify identity within policy, no agent needed.

Payments and transfers

Pull real-time payment, transfer, and payout status straight from your core systems.

Explain holds and failures, then trigger the retry or refund when your rules allow it.

Start with what you already have.

Pulls from every source at once, no migration or cleanup first.

Merges overlapping docs so every answer has one home.

Bring in your help center, docs, PDFs, past tickets, and Slack threads. Atlas turns them into one structured tree of cited articles. No cleanup, no migration first.

Fini
Fini
READY
I don't recognize a $129 charge from Northgate Mart. I think my card's been used.
Confirmed it wasn't you. I've flagged the charge as fraud, filed the dispute, and posted a provisional credit while we investigate.
PROVISIONAL CREDIT +$129.00·CASE #FD-4471·ETA 1 BUSINESS DAY
identity.verify
Step-up auth · KYC
queued
ledger.lookup
Card ledger · last 30d
queued
fraud.evaluate
Risk engine · velocity
queued
dispute.file
Reg E · provisional
queued

Every resolved ticket becomes an article.

Extracts the information and updates the Knowledge graph

Files it in the right branch of your tree, searchable instantly.

When Fini hands a ticket to your team, Knowledge Atlas watches the resolution and writes the documentation, with no one touching a keyboard.

Fini
Fini
READY
I'm locked out of my account and my 2FA codes aren't working. Can you help me get back in?
You're verified and back in. I reset your 2FA, enrolled a new factor on this device, and restored access. For your security I expired every other active session.
ACCESS RESTORED·2FA RE-ENROLLED·4 SESSIONS REVOKED
identity.verify
Step-up auth · KYC
queued
risk.assess
Device · location · velocity
queued
mfa.reset
TOTP · passkey
queued
account.unlock
Secure session
queued

Two articles disagree. It catches it.

Flags duplicates, contradictions, outdated content, and version mismatches.

Surfaces them in a reconciliation dashboard, so there is no guessing what's current.

A contradiction in your docs becomes a contradiction in your AI's answers. Knowledge Atlas finds them before your customers do.

Fini
Fini
READY
I sent a $2,400 transfer two days ago and it still hasn't arrived. Where is my money?
Found it. Your $2,400 transfer hit a routine risk hold, which I've reviewed and cleared. It's released now and settles today by 5pm. Nothing needed on your end.
TRANSFER RELEASED $2,400.00·HOLD CLEARED·SETTLES BY 5PM
payment.lookup
Ledger · ref + amount
queued
rail.trace
ACH · same-day
queued
hold.review
Risk rules · OFAC
queued
transfer.release
Same-day settlement
queued

Every answer traces to one source.

100% citation accuracy with full version history.

Confidence scores based on source reliability.

The tree structure is what makes the AI auditable: no blended answers from conflicting sources, ever.

Fini
Fini
READY
I sent a $2,400 transfer two days ago and it still hasn't arrived. Where is my money?
Found it. Your $2,400 transfer hit a routine risk hold, which I've reviewed and cleared. It's released now and settles today by 5pm. Nothing needed on your end.
TRANSFER RELEASED $2,400.00·HOLD CLEARED·SETTLES BY 5PM
payment.lookup
Ledger · ref + amount
queued
rail.trace
ACH · same-day
queued
hold.review
Risk rules · OFAC
queued
transfer.release
Same-day settlement
queued
Fini
Fini
READY
I don't recognize a $129 charge from Northgate Mart. I think my card's been used.
Confirmed it wasn't you. I've flagged the charge as fraud, filed the dispute, and posted a provisional credit while we investigate.
PROVISIONAL CREDIT +$129.00·CASE #FD-4471·ETA 1 BUSINESS DAY
identity.verify
Step-up auth · KYC
queued
ledger.lookup
Card ledger · last 30d
queued
fraud.evaluate
Risk engine · velocity
queued
dispute.file
Reg E · provisional
queued

One knowledge base. Every place support happens.

ONE SOURCE, EVERY SURFACE

ONE SOURCE, EVERY SURFACE

Powers your AI agent

Clean, cited, conflict-free source data behind every answer it gives.

Hosts your help center

A branded, customer-facing center with AI search that deflects tickets before they arrive.

Reconciliation dashboard

Every conflict and gap in one place, with the current version flagged.

Version history

Full history on every article, so any answer is traceable to approved documentation.

Usage analytics

See which articles resolve, which gaps recur, and where search falls short.

130+ languages

Serve the same knowledge to customers in the language they ask in.

SELF-LEARNING

SELF-LEARNING

It doesn't just answer. It learns.

01

Suggests new articles

Spots unresolved questions and drafts the missing coverage.

01

Suggests new articles

Spots unresolved questions and drafts the missing coverage.

02

Updates existing ones

Flags stale or conflicting articles and proposes the rewrite.

02

Updates existing ones

Flags stale or conflicting articles and proposes the rewrite.

03

Instructs per article

Writes usage rules on each article and refines them over time.

03

Instructs per article

Writes usage rules on each article and refines them over time.

04

Shows what's working

Analytics on which articles resolve and where gaps recur.

04

Shows what's working

Analytics on which articles resolve and where gaps recur.

RAGLESS SEARCH

No chunks, no embeddings. The LLM reads the actual article.

RAG retrieves fragments that sound similar and stitches them into blended, unsourced answers. Knowledge Atlas skips retrieval entirely: the LLM reads whole articles natively, understands what people actually mean, and traces every answer to one source.

"Card declined," "payment won't go through, one underlying issue, one right answer.

No retrieval layer to tune, no embeddings to re-index when docs change.

Search sharpens as it learns which articles actually resolve the query.

Finireading the articleREADINGBanking › Transfers › LimitsWithdrawal Limitsv3NO CHUNKS · NO EMBEDDINGSANSWERYour minimum withdrawalamount is $20.1SOURCEWithdrawal LimitsBanking › Transfers › Limits · v3CONFIDENCE0.00BLENDEDfalseTRACED TO 1 SOURCENO CHUNKS · NO EMBEDDINGS · ONE SOURCE

Why CX teams use Knowledge Atlas

Compared to a traditional KB

Traditional knowledge base

Knowledge Atlas

Knowledge Atlas

Who writes the articles

Your team, by hand

Your team, by hand

Generated by AI from resolved tickets

Generated by AI from resolved tickets

Keeping it current

Manual, 15-20 hrs/week

Manual, 15-20 hrs/week

Self-updating from live tickets

Self-updating from live tickets

Conflicts and duplicates

Found by accident, if ever

Found by accident, if ever

Detected and flagged to reconcile

Detected and flagged to reconcile

Search

Chunk retrieval (RAG)

Chunk retrieval (RAG)

LLM native AI search (RAGless)

LLM native AI search (RAGless)

Answer sourcing

Blended from several articles

Blended from several articles

One cited, authoritative article

One cited, authoritative article

Customer-facing help center

A separate tool

A separate tool

Built in, hostable, same source

Built in, hostable, same source

Gets better over time

Traditional tools help you search what you already wrote. Knowledge Atlas writes it, fixes it, and keeps it honest.