SOW Parser, contract boundary extractor
Turn 30-page PDF contracts into living deliverable boundaries in seconds.
Upload a signed SOW or MSA. TWINJAM extracts deliverables, exclusions, revision caps and client dependencies, then flags the vague phrases most likely to start a dispute.
HFX-APP SOW v3, Halvorsen Freight
3 standard exclusions missing vs. your mobile app template
Try the extractor
Click any boundary to find it in the contract.
This is the review screen a PM sees after upload. Filter by type, select an extracted rule to jump to its clause, and preview the suggested rewrite for ambiguous wording.
No extra exports or report builders
Any CSV, PDF or scheduled export request is flagged against 3.2.
Statement of Work No. 3
Halvorsen Freight AS and Northpaw Digital
2. Deliverables
2.1Agency will design and build native iOS and Android applications for shipment tracking, including list, map and shipment detail views, as described in Appendix A.
2.2Agency will deliver a responsive web dashboard for dispatch staff with the three reporting views listed in Appendix B.
2.3Integration with the Client's existing carrier API (v2) for real-time shipment status, using standard integrations where available.
3. Reporting & exports
3.2Reporting is limited to the three dashboard views listed in Appendix B. Additional exports, scheduled reports or custom report builders are not included.
4. Client responsibilities
4.1Client will provide staging API credentials for the carrier API no later than Day 5 after kickoff.
4.2Client will deliver final copy and brand assets for all screens by the end of Sprint 3.
5. Revisions
5.1Agency will incorporate reasonable revisions to approved designs during the build phase.
5.2Design deliverables include up to two (2) rounds of revisions per screen before build.
6. Performance
6.1The applications will load the shipment list within best-effort performance targets on supported devices.
7. Exclusions
7.3Payment processing, PCI scope and data migration from the Client's legacy tracking system are excluded.
7.4Localization: English (US) and Norwegian (Bokmål) only.
Page 8 of 27
What it finds
Three things every SOW review misses at 11pm before kickoff.
01
Ambiguity Highlighter
Flags vague phrases like "reasonable revisions", "standard integrations" or "best-effort performance" that read one way to your team and another way to the client. Each one gets a dispute-risk rating and a tighter rewrite you can carry into the next SOW.
- Ranked by how often similar wording led to flags in onboarding audits
- Rewrites keep your template's tone and numbering
- "reasonable revisions"§ 5.1High dispute risk
- "standard integrations"§ 2.3High dispute risk
- "best-effort performance"§ 6.1Medium dispute risk
- "minor content updates"§ 8.2Medium dispute risk
02
Exclusion Clause Builder
Compares your exclusions with the exclusions agencies typically need for that kind of engagement: data migration, third-party license fees, legacy browser support, app store setup, hosting after launch. Missing ones are listed before signature, not after the first request.
- Templates by discipline: mobile, web, UX sprint, cloud migration
- One click adds a clause draft to your SOW redline
- Payment processing & PCIPresent
- Legacy data migrationPresent
- Third-party license feesMissing
- Legacy browser / OS supportMissing
- App store account setupMissing
- Ongoing hosting after launchPresent
03
Assumption Mapper
Indexes every client dependency, such as "Client to provide staging API credentials by Day 5", and tracks it against real dates. When a client misses a dependency, the PM has the clause and the date ready for a timeline or budget conversation.
- Due dates computed from kickoff and sprint calendars
- Late dependencies surface in the PM triage feed
| Assumption | Due | Status |
|---|---|---|
| Staging API credentials | Day 5 | Received Day 4 |
| Brand assets & final copy | Sprint 3 | 60% delivered |
| UAT testers named | Sprint 5 | Upcoming |
Under the hood
How a contract becomes boundary rules.
Six stages, one human checkpoint. The PM review step is deliberate: TWINJAM proposes, your delivery lead decides what the contract means.
- 01IntakePDF, Word or scanned SOW, MSA schedules and amendments. Encrypted with AES-256 on arrival.Upload or Drive
- 02Layout & OCRReads columns, tables, headers and numbering so clause references survive extraction.Structure
- 03Clause segmentationSplits the document into numbered clauses and links cross-references such as "per Appendix B".214 clauses
- 04Boundary classifierLabels each clause: deliverable, exclusion, revision cap, acceptance criterion, assumption, or ambiguous.6 labels
- 05Rule compilerTurns labels into machine-checkable rules with milestones, caps, due dates and the source clause.Boundary rules
- 06PM reviewA delivery lead confirms or edits each rule. Nothing is monitored until the PM publishes the baseline.Human sign-off
Output
Versioned boundary baseline per contract workspace, e.g. HFX-APP v3.1
Feeds
Slack & Teams Monitor, Task Divergence Engine, Change Order Generator
Data handling
Contract text is never used to train public or shared models
Before signature
Run the parser on a draft SOW to find missing exclusions and vague wording while it is still cheap to fix.
At kickoff
Publish the baseline so monitoring, revision counting and assumption tracking start on Day 1.
On every amendment
Upload signed change orders and amendments. The baseline updates clause by clause with full history.
FAQ
Questions PMs and founders ask
Native and scanned PDF, Word (.docx) and Google Docs exported from a Drive contract folder. Tables, numbered clauses and appendices are preserved, so flags can cite clause 3.2 or Appendix B rather than a page number.
Every extracted rule carries its source clause and a confidence score, and nothing goes live until a PM reviews and publishes the baseline. Typical review on a 25-page SOW takes 10 to 15 minutes. Corrections are remembered for that contract and for future SOWs that reuse your template.
Yes. Each contract workspace holds a stack: the MSA, the active SOW, and every signed amendment or change order. Later documents override earlier ones clause by clause, and the baseline shows which document each rule came from.
No. TWINJAM parses contracts for operational scope tracking. It highlights ambiguity and missing exclusions so your team can tighten language, but formal MSAs should still be reviewed by qualified legal counsel.
Upload an SOW to test the parser.
Get a free vulnerability scorecard for one live SOW: ambiguous terms, missing exclusions and unmanaged client dependencies, in about a minute.