See how ClaygenticAI handles a document production

Walk through a real workflow where a legal professional requests a production and the Production Agent handles every step — from search criteria to Bates-stamped output.

Workflow Example
Document Production Request
A litigation paralegal needs to produce documents responsive to a discovery request. Here's the conversation between them and ClaygenticAI's Production Agent.
Sarah Chen Litigation Paralegal
I need to produce documents for the Acme v. Beta Corp matter. We received a second request for production from opposing counsel covering all communications between our engineering team and Beta's sales department from January 2024 through December 2025.

The production is due in 3 weeks. We need standard load files for their Relativity workspace.
Production Agent ClaygenticAI
Got it, Sarah. I'm setting up production for MATTER-2026-047, RFP Set 2. Let me pull up the field selector from your review workspace. I've pre-checked the standard Relativity fields and highlighted a few recommendations based on the email threading requirements in this matter:
Field Selector — Production Metadata
Standard Fields
DocID
BegBates
EndBates
BegAttach
EndAttach
Email Fields
From
To
CC
BCC
DateSent
Subject
Document Fields
FileName
FileExt
FileSize
Custodian
MD5Hash
DateCreated
DateModified
Author
Analytics Fields
NativeLink
The green-highlighted analytics fields are ones I recommend for email threading. Want me to include all of these, or make any changes?
Sarah Chen Litigation Paralegal
Yes, include all the recommended fields including threading. Also add BCC and DateModified — opposing counsel specifically asked for those in their RFP.

Now I need to set up the search. The responsive set should include everything tagged "Responsive" or "Highly Relevant" from the review, minus anything tagged Privileged.
Production Agent ClaygenticAI
Fields updated. Here's the search query I've built for the production set:
(Relevance_Tag = "Responsive" OR Relevance_Tag = "Highly Relevant") AND Privilege_Tag != "Privileged" AND Custodian IN ("T. Park", "R. Chen", "M. Kumar", "L. Wei", "D. Santos") AND DateSent BETWEEN "2024-01-01" AND "2025-12-31"
Running that query now against the reviewed dataset...
47,231
Total Responsive
1,847
Privileged (Excluded)
45,384
To Produce
12.4 GB
Total Volume
45,384 documents qualify for production. Now let's decide which document populations go out as images and which as natives. Let me pull up your saved searches.
Production Agent ClaygenticAI
Here are the saved searches from your review workspace. I need to know which populations should be produced as images (TIFF) and which should go out as natives. I've made a recommendation based on file types — take a look:
Saved Searches — MATTER-2026-047
Responsive Emails
Emails + attachments, responsive tagged
31,847
MSG, EML, PST
▶ TIFF
Responsive Documents
PDF, Word, text files
6,877
PDF, DOCX, TXT
▶ TIFF
📊
Responsive Spreadsheets
Excel files with formulas & pivot tables
4,873
XLSX, XLS, CSV
▶ Native
📽
Responsive Presentations
PowerPoint decks & slides
1,787
PPTX, PPT
▶ Native
Total: 45,384 documents
TIFF: 38,724 • Native: 6,660
I've assigned emails and standard documents to TIFF with searchable text, and spreadsheets and presentations to native format so they stay usable. Does that work, or would you like to move any populations between formats?
Sarah Chen Litigation Paralegal
That's exactly right. Emails and documents as TIFFs so they get Bates stamps, and Excel and PowerPoint stay native so opposing counsel can actually use the formulas and slides.

Now let's set up the Bates branding and production specs.
Production Agent ClaygenticAI
Format assignments locked in:
38,724
TIFF + Searchable Text
6,660
Native Files
45,384
Total Documents
Now let's configure the Bates branding and production specifications. What are your requirements for stamping, confidentiality, and redactions?
Sarah Chen Litigation Paralegal
Here's what we need for branding:

Bates prefix: ACME-PROD02-
Starting number: 000001 (6 digits, zero-padded)
Confidentiality stamp: "CONFIDENTIAL — SUBJECT TO PROTECTIVE ORDER" at the bottom of each page
Redactions: Apply all approved redactions from the review (SSN, PII)
Production Agent ClaygenticAI
Here's a preview of how your produced pages will look:
ACME-PROD02-000147 Page 1 of 2
From: T. Park <t.park@acmecorp.com>
To: D. Santos <d.santos@betaind.com>
Date: 2024-06-14   Subject: RE: Q3 Integration Timeline
REDACTED — SSN
ACME-PROD02-000147
Production format breakdown:
Format Doc Count Pages Size Delivery
Single-page TIFF + text 38,724 176,218 9.1 GB Images folder
Native (Excel) 4,873 N/A 1.8 GB Natives folder
Native (PowerPoint) 1,787 N/A 1.5 GB Natives folder
Load files to be generated:
DAT (Concordance) OPT (Opticon) Relativity Load File
Does this look correct? I can generate a 5-document sample for QC before running the full production.
Sarah Chen Litigation Paralegal
Looks great. Two things:

1. Yes, generate the 5-document sample first so I can QC the branding and redactions.
2. Actually — can you also run a privilege sweep one more time before production? I want to make sure nothing privileged slipped through.
Production Agent ClaygenticAI
On it. I've kicked off two parallel tasks:
✓ Fields Set
✓ Search Built
✓ Branding Set
▶ Privilege Sweep
▶ Sample QC
Full Production
Validation (G4)
Privilege sweep results (completed in 47 seconds):
45,381
Cleared for Production
3
New Privilege Flags
99.99%
Sweep Confidence
I found 3 documents that matched your privilege screening rules — attorney sender domain and work product classification label present. I've held these out and sent them to the Manager Console for your privilege determination before I finalize.

Meanwhile, your 5-document sample is ready for QC:
Sample Doc Bates Range Type Pages Redactions Applied
ACM-EMAIL-004721 ACME-PROD02-000001 to -000002 Email + attach 2 1 SSN
ACM-EMAIL-012847 ACME-PROD02-000003 to -000005 Email thread 3 None
ACM-DOC-089231 ACME-PROD02-000006 to -000014 PDF report 9 3 PII
ACM-XLS-001447 N/A (Native) Excel N/A N/A
ACM-PPT-000891 N/A (Native) PowerPoint N/A N/A
Samples are available for download. Once you approve, I'll start the full production run. Estimated time: ~4 hours for 45,381 documents.
Sarah Chen Litigation Paralegal
Samples look perfect — branding is correct, redactions are clean, Bates numbering is sequential. Approved. Go ahead and run the full production.

For the 3 new privilege flags, I'll review those in the Manager Console now.
Production Agent ClaygenticAI
Production approved and running. Here's the final summary:
✓ Fields Set
✓ Search Built
✓ Branding Set
✓ Privilege Sweep
✓ Sample QC
▶ Full Production
Validation (G4)
45,381
Documents Producing
187,418
Total Pages (TIFF)
4,137
Native Files
~4 hrs
Estimated Completion
I'll notify you when it's done. Once complete, I'll automatically run Quality Gate G4 (Production Validation) to verify:

• Bates number continuity (no gaps or duplicates)
• Format compliance against production spec
• Final privilege sweep on output
• Redaction verification
• Load file integrity validation

The defensibility report and production log will be generated automatically for the matter file.
Production Agent ClaygenticAI
One more thing — would you like me to save these production settings as a reusable template? Next time you have a production for this matter (or a similar one), you can load the template and skip the setup.
Template would include
19 metadata fields
Bates prefix & format
Confidentiality stamp
Production format (TIFF + natives)
Load file types (DAT/OPT/RDC)
Redaction rules (SSN, PII)
QC sample size & checks
Privilege sweep config
Search criteria and custodian lists are not saved in the template — those change per production. You'll configure them fresh each time.
Sarah Chen Litigation Paralegal
Yes, definitely save it. Name it "Acme v. Beta — Standard Production" and make it available to anyone on the Acme matter team.
Production Agent ClaygenticAI
💾
Template saved
"Acme v. Beta — Standard Production" • Shared with 6 matter team members
Template is locked to this matter's settings. Any team member can load it when creating a new production for Acme v. Beta. They'll just need to set their own search criteria and custodians.

I'll notify you when PROD02 completes. Estimated finish: today at 4:32 PM.
Workflow Example 2
Supplemental Production from Template
Two weeks later, additional documents have been reviewed. Sarah needs another production using the same settings — so she loads the saved template and updates just the document set.
Sarah Chen Litigation Paralegal
I need a supplemental production for Acme v. Beta. Use the "Acme v. Beta — Standard Production" template from last time. We have additional documents reviewed this week that need to go out.

Continue the Bates numbering from where PROD02 left off.
Production Agent ClaygenticAI
📄
Template loaded
"Acme v. Beta — Standard Production" • Last used: Feb 4, 2026 (PROD02)
Here's what's pre-loaded from the template. Everything in green is carried over — you only need to configure the search criteria.
✓ Fields (19)
DocID, BegBates, EndBates, BegAttach, EndAttach, From, To, CC, BCC, DateSent, DateModified, Subject, FileName, FileExt, FileSize, Custodian, MD5Hash, ConversationID, EmailThreading
✓ Branding
Prefix: ACME-PROD03-
Format: 6-digit zero-padded
Stamp: CONFIDENTIAL — SUBJECT TO PROTECTIVE ORDER
✓ Format
Single-page TIFF + searchable text
Natives: Excel, PowerPoint
Load files: DAT, OPT, Relativity
✓ QC & Redactions
Privilege sweep: enabled
Redactions: SSN, PII auto-apply
Sample QC: 5 docs before full run
I've auto-incremented the production number to PROD03 and will continue Bates from ACME-PROD03-000001. PROD02 ended at ACME-PROD02-187418.

Now — what documents should be in this supplemental set?
Sarah Chen Litigation Paralegal
Include everything tagged "Responsive" or "Highly Relevant" that was reviewed after February 4th (when PROD02 was finalized), minus anything already produced and minus privileged docs.

Same custodians as before, plus add J. Morrison — she was identified as a new custodian last week.
Production Agent ClaygenticAI
Got it. I've built the supplemental search with de-duplication against PROD02:
(Relevance_Tag = "Responsive" OR Relevance_Tag = "Highly Relevant") AND Privilege_Tag != "Privileged" AND Review_Completed_Date > "2026-02-04" AND Production_History NOT CONTAINS "PROD02" AND Custodian IN ("T. Park", "R. Chen", "M. Kumar", "L. Wei", "D. Santos", "J. Morrison")
⚠ De-duplication active — 312 docs already in PROD02 excluded from this set
8,947
Newly Responsive
203
Privileged (Excluded)
8,744
To Produce
2.1 GB
Volume
Custodian breakdown for new documents:
Custodian Docs Status
T. Park 1,847 Returning
R. Chen 1,234 Returning
M. Kumar 987 Returning
L. Wei 1,102 Returning
D. Santos 891 Returning
J. Morrison 2,683 New custodian
All template settings are applied. Ready to run the privilege sweep and 5-doc sample QC, then proceed to full production. Approve to start?
Sarah Chen Litigation Paralegal
Approved. That was so much faster than setting everything up from scratch. Run the sweep and sample, then go straight to full production if the sample looks clean.
Production Agent ClaygenticAI
Running with auto-proceed — if the QC sample passes, I'll go straight to full production without stopping.
✓ Template Loaded
✓ Search Built
▶ Privilege Sweep
▶ Sample QC
Full Production
Validation (G4)
Time comparison
PROD02 setup time
12 min
Fields + search + branding + QC
PROD03 setup time (template)
3 min
Search criteria only
75% faster setup with templates
Estimated production time for 8,744 documents: ~50 minutes. I'll notify you when it's done with the full defensibility package.

Ready to see this in action?

Every production workflow. End to end. Orchestrated by the Production Agent with consistent execution rules and built-in quality checks.