Head to headReviewed
Needles vs Filevine
Needles (and its cloud successor Neos) vs Filevine for PI firms: on-prem vs cloud, upgrade paths, AI, migration and pricing estimates.
The short answer
If you run Needles today, Assembly's own cloud product, Neos, is the shortest move: same company, same PI logic, and a migration team that has moved hundreds of Needles firms. Filevine fits firms that want to change platforms for broader configuration, its own AI and intake from one vendor. Either way, the on-premise server is the thing most firms are leaving.
Side by side
With PlaintiffStack in the last column, for firms weighing a platform that does both.
| What | Needles and Neos | Filevine | PlaintiffStack |
|---|---|---|---|
| What it is | Needles: on-premise PI case management from Assembly Software; Neos is its cloud successor | Cloud case management with its own AI (LOIS) and add-on packages | Case management with AI case tools built in |
| Deployment | Needles on a local server, remote access by VPN or remote desktop; Neos in the browser | Cloud, in the browser | Cloud, in one US AWS account |
| Upgrade path | Assembly reports 440 Needles firms moved to Neos, with its migration team moving files, records and history | Migration from another system, configured onboarding | We move your cases, contacts and documents over and check the result with you |
| Typical go-live | Assembly says most firms are fully operational within a few weeks of go-live on Neos | About 4 months on average, per G2 buyer data cited by a vendor | A plan with dates after the demo, based on your system and caseload |
| AI | NeosAI in Neos: demand letters, chronologies and case summaries from the case file; top tier | LOIS: drafting, MedChron, depo tools, DemandsAI; LOIS Console agents | AI proposes facts, deadlines and tasks; a person accepts each one, and drafts cite their pages |
| Medical records | Neos Premium adds OCR, Bates stamping and redaction; NeosAI builds chronologies | MedChron | Reads searchable PDFs, Word and text files; no OCR yet, so scans and faxes aren't read |
| Intake | Dynamic intake forms in the top Neos tier; Lead Docket integrates with Needles | Lead Docket, sold as its Intake package | Intake forms per practice and six stages; no automatic web-form capture |
| Pricing | Neos, per third-party listings: about $99 to $109, $129 to $139, and $179 to $189 per user per month by tier | Custom quote. Third-party estimates: about $65 to $100 per user per month | $250 per case, every app included, no monthly fee; AI usage billed separately, with an estimate before each run |
| Practice focus | PI-centered case logic | Many practices: PI, mass torts, family, immigration, criminal defense, government | California PI, workers' comp and employment |
The short version
Needles has been a fixture in PI firms for years, installed on the firm's own server. Its maker, Assembly Software, now steers Needles firms to Neos, its browser-based successor. So "Needles vs Filevine" is really a choice between staying in the Assembly family by moving to Neos, or switching platforms to Filevine.
Needles and Neos
Needles runs on-premise: cases sit on a local server, and working remotely usually means a VPN or remote desktop and help from IT. Assembly's site places Needles in a legacy section and describes Neos as built by the same team on the same PI case logic, running in a browser with no server to maintain.
Assembly reports that 440 former Needles firms have moved to Neos, and says its migration team moves case files, documents, client records and case history. It says most firms are fully operational within a few weeks of go-live, with timing set by firm size and data.
Neos comes in tiers. Third-party listings disagree slightly on price: about $99 to $109 per user per month for Essentials, $129 to $139 for Premium, and $179 to $189 for NeosAI Platinum. Premium adds OCR, Bates stamping and redaction; Platinum adds NeosAI (demand letters, chronologies and summaries from the case file), texting and dynamic intake forms. These are third-party figures; confirm with Assembly.
Filevine
Filevine is a cloud platform that announced $400M raised and nearly 6,000 customers in September 2025. It serves PI, mass torts and many other practices, and sells packages for matters, intake (Lead Docket), depositions, e-signature and its LOIS AI, including MedChron, DemandsAI and LOIS Console, which runs agents across every matter. Its Depositions package covers scheduling, hosting and AI deposition summaries. Its pricing page also lists a free LOIS tier, LOIS Explore, which does not include case management.
Filevine is custom-quoted. A third-party guide estimates about $65 to $100 per user per month and $5,000 to $20,000 to implement. A vendor's guide citing G2 buyer data puts Filevine's average implementation at about four months.
What a Needles firm should weigh
- Continuity. Neos keeps the case logic your staff know, and Assembly does the migration. That is the lowest-risk move.
- Breadth. Filevine offers more configuration and its own intake and deposition products, at the cost of a larger change for staff.
- AI. Both now include AI for chronologies and demands. Compare outputs on the same closed file.
- Lead Docket. It integrated with Needles when Filevine bought it, and Filevine owns it, so firms using it may have a path either way; confirm the current integration.
- Old documents. Years of scanned records and faxes move with you. Ask each vendor what its AI can read from them, and what needs OCR first.
- Total cost. Compare a year of Neos at your tier and headcount against a written Filevine quote with implementation, migration, training and AI included.
Before committing, ask Assembly and Filevine for a written migration plan: what moves (cases, notes, documents, calendars, custom fields), what doesn't, how long the cutover takes, and who checks the result. Ask to speak to a firm that made the same move in the last year.
Which one fits which firm
Choose Neos (from Needles) if your team is comfortable with Needles' way of working and you want the cloud with the least disruption.
Choose Filevine if you want to rethink workflows, run several practices, or want case management, intake and AI from one vendor.
Related: Filevine vs SmartAdvocate and our guide to switching case management software.
Where PlaintiffStack fits
For a California firm leaving a Needles server, PlaintiffStack is a third path. We move your cases, contacts and documents and check the result with you before you switch. It is case management with AI built in for California PI, workers' comp and employment, at $250 per case with every app included and no monthly fee; AI usage is billed separately, with an estimated cost before each run. One gap to plan for: it reads searchable PDFs, Word and text files only, with no OCR yet, so scanned records from an older system are not read by the AI.
See PlaintiffStack vs Needles, PlaintiffStack vs Filevine and alternatives to Needles.
Questions firms ask
We found no end-of-life announcement on the pages we checked. Assembly Software places Needles in a legacy section of its site and steers firms to Neos, its cloud successor.
Needles runs on a server in your office; Neos runs in the browser. Assembly says Neos was built by the same team on the same PI case logic, and its migration team moves Needles data over.
Third-party listings put Neos at about $99 to $189 per user per month depending on tier. Filevine is custom-quoted; a third-party guide estimates about $65 to $100 per user per month. All are estimates.
Assembly says most firms moving to Neos are fully operational within a few weeks of go-live. A vendor's guide citing G2 data puts Filevine's average implementation at about four months.
PlaintiffStack moves your cases, contacts and documents over and checks the result with you. It's $250 per case with AI usage billed separately, for California PI, workers' comp and employment. It has no OCR yet.
Sources
- Assembly Software: upgrading from Needles to Neos
- Capterra: Neos pricing
- TrustRadius: Assembly Neos pricing comparison
- LawSites: Filevine acquires Lead Docket (Apr 2020)
- Filevine raises $400M (Sept 2025)
- Filevine: pricing and packages
- Filevine launches LOIS Console (June 2026)
- AI Vortex: Filevine vs SmartAdvocate (third-party estimates, Apr 2026)
- Tavrn: PI case management software guide (a vendor's guide; cites G2 buyer data)
Needles and Neos, Filevine are trademarks of their owners, named here only to compare. Facts come from the sources above as of the date shown; prices and features change. If something here is out of date, email privacy@plaintiffstack.com with the page and the source, and we'll correct it.
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Weighing more than one tool? See the platform that puts the case and the AI on one record.