Answer compliance questions

grey concrete building

with
A.I.

On-prem AI for Georgia banks. Answer audit & exam questions quickly with strict citations and evidence checklists — all within the bank's secure network.

Turn compliance knowledge into evidence on demand

Muniments reduces the time and disruption caused by examiner, auditor, and consultant requests. Instead of hunting through shared drives, board packets, and old responses, your team can find the right evidence fast, respond consistently, and close requests with confidence—even when key staff change or institutional knowledge gets scattered.

Cut time-to-evidence for examiner and auditor requests—spend minutes, not hours searching.

Cut time-to-evidence for examiner and auditor requests—spend minutes, not hours searching.

Reduce rework and back-and-forth by producing responses that are easy to verify and defend.

Reduce rework and back-and-forth by producing responses that are easy to verify and defend.

Improve continuity across audit cycles—reuse prior context and avoid reinventing work when roles change.

"If this reliably cuts time-to-evidence during mock audits and exams, it’s a no-brainer. The citations-first approach is exactly what banks need.”

David Kahn

Chief Executive Officer

"If this reliably cuts time-to-evidence during mock audits and exams, it’s a no-brainer. The citations-first approach is exactly what banks need.”

David Kahn

Chief Executive Officer

person holding pencil near laptop computer

Go from Proof of Value to production with confidence

Go from Proof of Value to production with confidence

Go from Proof of Value to production with confidence

01

Proof of Value (14 days)

We install Muniments on bank-owned hardware, ingest a curated pilot folder (policies, minutes, prior exams/audits, key vendor docs), and run a Top-25 question pack to validate citation quality and time-to-evidence. You get a results pack and a clear go/no-go decision — with a clean exit if it’s not a fit.

01

Proof of Value (14 days)

We install Muniments on bank-owned hardware, ingest a curated pilot folder (policies, minutes, prior exams/audits, key vendor docs), and run a Top-25 question pack to validate citation quality and time-to-evidence. You get a results pack and a clear go/no-go decision — with a clean exit if it’s not a fit.

01

Proof of Value (14 days)

We install Muniments on bank-owned hardware, ingest a curated pilot folder (policies, minutes, prior exams/audits, key vendor docs), and run a Top-25 question pack to validate citation quality and time-to-evidence. You get a results pack and a clear go/no-go decision — with a clean exit if it’s not a fit.

02

Pilot (60 days)

Real usage for mock exams, audits, and ongoing compliance Q&A. We expand the document set, tune retrieval and citation behavior, turn repeat asks into checklists/templates, and deliver a pilot packet showing what improved and what’s still missing. Pilot pricing (founding cohort): $7,500 setup + $2,000/month.

02

Pilot (60 days)

Real usage for mock exams, audits, and ongoing compliance Q&A. We expand the document set, tune retrieval and citation behavior, turn repeat asks into checklists/templates, and deliver a pilot packet showing what improved and what’s still missing. Pilot pricing (founding cohort): $7,500 setup + $2,000/month.

02

Pilot (60 days)

Real usage for mock exams, audits, and ongoing compliance Q&A. We expand the document set, tune retrieval and citation behavior, turn repeat asks into checklists/templates, and deliver a pilot packet showing what improved and what’s still missing. Pilot pricing (founding cohort): $7,500 setup + $2,000/month.

03

Production (ongoing)

After the pilot, Muniments moves into production with bank-approved updates, support, and periodic refreshes of the regulatory library. Pilot banks keep their pilot rate in production while the program is active. Production pricing for new customers starts at $4,000/month.

03

Production (ongoing)

After the pilot, Muniments moves into production with bank-approved updates, support, and periodic refreshes of the regulatory library. Pilot banks keep their pilot rate in production while the program is active. Production pricing for new customers starts at $4,000/month.

03

Production (ongoing)

After the pilot, Muniments moves into production with bank-approved updates, support, and periodic refreshes of the regulatory library. Pilot banks keep their pilot rate in production while the program is active. Production pricing for new customers starts at $4,000/month.

See the workflows we validate in the pilot

See the workflows we validate in the pilot

See the workflows we validate in the pilot

Audit & exam support

Draft responses

Vendor due diligence

Secure AI chatbot

person writing on white paper

Answer auditor and examiner questions across policies, minutes, and prior exams — with citations.

Synced internal library (policies, procedures, minutes, prior audits)

Page-level citations (document + page) so staff can verify fast.

Evidence checklist (what to gather, who to involve, what to confirm)

Audit & exam support

Draft responses

Vendor due diligence

Secure AI chatbot

person writing on white paper

Answer auditor and examiner questions across policies, minutes, and prior exams — with citations.

Synced internal library (policies, procedures, minutes, prior audits)

Page-level citations (document + page) so staff can verify fast.

Evidence checklist (what to gather, who to involve, what to confirm)

Keep your compliance data on bank-owned hardware

Keep your compliance data on bank-owned hardware

Keep your compliance data on bank-owned hardware

On-prem appliance

Bank-owned hardware

Network & Data Flow

Network & Data Flow

Network & Data Flow

No inbound internet required (bank-controlled firewall)

No inbound internet required (bank-controlled firewall)

Outbound access restricted/allowlisted (bank-approved)

Outbound access restricted/allowlisted (bank-approved)

Read-only shared folder access for document ingestion

Read-only shared folder access for document ingestion

Data Handling

Data Handling

Data Handling

Documents stay on bank-controlled storage

Documents stay on bank-controlled storage

Local indexing and inference only (no cloud AI)

Local indexing and inference only (no cloud AI)

Encryption at rest on the appliance

Encryption at rest on the appliance

Access & Admin Controls

Access & Admin Controls

Access & Admin Controls

Local LAN/VPN access only (no public login)

Local LAN/VPN access only (no public login)

Admin-controlled user access and permissions

Admin-controlled user access and permissions

Activity logging for review and troubleshooting

Activity logging for review and troubleshooting

Updates & Change Management

Updates & Change Management

Updates & Change Management

Bank-approved maintenance windows

Bank-approved maintenance windows

Versioned regulatory library refreshes

Versioned regulatory library refreshes

Rollback plan if an update misbehaves

Rollback plan if an update misbehaves

Auditability & Offboarding

Auditability & Offboarding

Auditability & Offboarding

Exportable logs and audit trail for exams

Exportable logs and audit trail for exams

Offboarding wipe of indexes/caches on request

Offboarding wipe of indexes/caches on request

Bank retains all source documents and hardware

Bank retains all source documents and hardware

Start with a 14-day Proof of Value before you commit

Start with a 14-day Proof of Value before you commit

Start with a 14-day Proof of Value before you commit

Pilot (60 days)

After a risk free 14-day Proof of Value on bank-owned hardware.*

$2,000/month

Plus $7,500 one-time setup fee.

Pilot (60 days)

After a risk free 14-day Proof of Value on bank-owned hardware.*

$2,000/month

Plus $7,500 one-time setup fee.

Pilot (60 days)

After a risk free 14-day Proof of Value on bank-owned hardware.*

$2,000/month

Plus $7,500 one-time setup fee.

Pilot includes:

On-site install + ingestion - Bank-owned hardware, read-only shared folder, curated pilot folder indexed.

Top-25+ question pack validation - We run a standard pack to validate citation quality and time-to-evidence.

Citations-first outputs - Cited basis → evidence checklist → draft response template (review-ready).

Support + tuning during pilot - Tight iteration loop to improve retrieval, citations, and repeat workflows.

* Proof of Value (14 days): $0 software fee. Bank purchases hardware separately (typically ~$3.5k+).

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Get straight answers before starting the pilot

Get straight answers before starting the pilot

Get straight answers before starting the pilot

If you have further questions, please reach out via our Contact page.

What is Muniments?

Is this a compliance guarantee or legal advice?

Does our data stay inside the bank, and is it used to improve the model?

What does the 14-day Proof of Value look like?

What does the Pilot cost?

Do you connect directly to our core banking software?

What does IT need to approve?

What happens if we cancel?

See whether the pilot is a fit for your bank

See whether the pilot is a fit for your bank

See whether the pilot is a fit for your bank