Manifest Law gets the mentions.
Manifest OS doesn’t.
ChatGPT names Manifest on 14 of 20 buyer questions, Claude on 10, and Gemini on one. Across all sixty responses Manifest OS itself is never explicitly named — zero times in sixty responses. All 25 mentions go to Manifest Law, the legal-services brand that Manifest OS powers.
The findings below come from Xtrusio, an AI visibility audit system built specifically for B2B buyer-intent testing. Every mention was verified by running 20 real prospect queries across three generative AI platforms.
Queries were written from the perspective of the people who actually buy corporate immigration services — mobility programme owners, heads of people, and in-house counsel.
The one question that asks directly about AI-drafted petitions returns nothing.
Query 19 asks how AI is being used in immigration law and which providers are transparent about it. All three platforms answered. None of them named Manifest. This is the company that raised $60M at a $750M valuation around its AI-native law-firm infrastructure thesis, and it is absent from the single question written for it.
Underneath that sits a second problem. Of the 25 mentions earned across sixty responses, 25 name Manifest Law and 0 explicitly name Manifest OS — including where Claude discusses the $60M Series A and attributes it to Manifest Law. The two are positioned publicly as separate, complementary companies: Manifest Law is the firm, Manifest OS builds the technology and operational infrastructure behind it. In the answers tested, only the legal-services name carries attribution.
Platform Scorecard
A 65-point spread between the best platform and the worst
AI Visibility Leaderboard
Who Gemini hands the corporate immigration buyer to instead
Gemini is where the gap is widest, so it is where the competitor field is worth reading closely. Across the same twenty questions, eleven providers were named. Manifest was one of them, once.
Eleven providers were named across Gemini’s twenty answers. The four highest-volume are shown, alongside Manifest.
AI Positioning Audit
20 buyer-intent queries — click any row to see the exact question
Every query was written from the perspective of a real, verified decision-maker researching corporate immigration during discovery — before they know Manifest exists. Three seats at the buying table are represented: the person who runs the programme, the person who owns the budget, and the lawyer who signs off on the vendor.
| # | Query Topic | Cluster | Claude | ChatGPT | Gemini |
|---|---|---|---|---|---|
| 1 | Fixed pricing and a live case dashboard | Corporate Programme | ✓ | ✓ | ✗ |
Exact question asked across all three AI platforms: “Our company sponsors about 40 foreign national employees a year and our current immigration firm bills hourly with no visibility into what’s happening. What providers offer predictable fixed pricing and a real-time dashboard for tracking every active case?” | |||||
| 2 | Portfolio view of every sponsored employee | Corporate Programme | ✗ | ✓ | ✗ |
Exact question asked across all three AI platforms: “I manage immigration at a tech company and I’m tired of chasing our law firm for status updates. Which immigration providers give HR teams a live portfolio view of every foreign national employee and every case task in one place?” | |||||
| 3 | Consolidated US, UK and India programme | Corporate Programme | ✗ | ✗ | ✗ |
Exact question asked across all three AI platforms: “We’re a 3,000-person company running immigration across the US, UK and India. Which firms are best at managing a consolidated global immigration program with one point of contact?” | |||||
| 4 | Workday and Greenhouse integration | Immigration Tech | ✓ | ✓ | ✗ |
Exact question asked across all three AI platforms: “We use Workday and Greenhouse. Which immigration providers integrate directly with HR and recruiting systems so we can start a case without re-entering candidate data?” | |||||
| 5 | I-9 compliance without spreadsheets | Immigration Tech | ✓ | ✓ | ✗ |
Exact question asked across all three AI platforms: “How can an HR team track I-9 compliance and the status of every sponsored employee without maintaining a separate spreadsheet? What software or services handle this?” | |||||
| 6 | Eight countries under one contract | Global Mobility | ✓ | ✓ | ✗ |
Exact question asked across all three AI platforms: “We need work permits in eight countries across Europe and Asia and we currently use three different local firms. Which providers can consolidate all of that under one contract?” | |||||
| 7 | A single global dashboard | Global Mobility | ✓ | ✓ | ✗ |
Exact question asked across all three AI platforms: “Which global immigration providers give multinational employers a single dashboard covering every country their foreign nationals are working in?” | |||||
| 8 | Replacing a traditional immigration firm | Corporate Programme | ✗ | ✗ | ✗ |
Exact question asked across all three AI platforms: “What should a company look for when replacing its corporate immigration law firm, and which providers are considered the strongest alternatives to the big traditional immigration firms right now?” | |||||
| 9 | First H-1B with no in-house legal | Employment Visa | ✗ | ✓ | ✗ |
Exact question asked across all three AI platforms: “We’re a 130-person AI startup about to sponsor our first H-1B and we have no in-house legal team. Who actually handles this well for companies our size, and what does it typically cost?” | |||||
| 10 | Lottery miss with OPT expiring | Employment Visa | ✗ | ✗ | ✗ |
Exact question asked across all three AI platforms: “Our engineer wasn’t selected in the H-1B lottery and their OPT runs out in five months. What are our realistic options and which immigration providers move fast enough to file in time?” | |||||
| 11 | Upfront eligibility assessment | Green Card Track | ✓ | ✓ | ✓ |
Exact question asked across all three AI platforms: “Before we commit budget we want someone who will tell us honestly whether a candidate qualifies for an O-1A instead of taking the case regardless. Which immigration providers do a real eligibility assessment upfront?” | |||||
| 12 | Borderline extraordinary ability cases | Green Card Track | ✗ | ✓ | ✗ |
Exact question asked across all three AI platforms: “One of our early engineers was told by a previous lawyer that their EB-1A case wasn’t strong enough. Which firms actually take on borderline extraordinary ability cases and win them?” | |||||
| 13 | Founder visa plus company hiring | Global Mobility | ✓ | ✓ | ✗ |
Exact question asked across all three AI platforms: “Our co-founder is relocating to the US and we’re also starting to sponsor employees for the first time. Which providers handle both an executive’s personal visa and a company’s ongoing hiring?” | |||||
| 14 | Published approval rates or a guarantee | Employment Visa | ✗ | ✓ | ✗ |
Exact question asked across all three AI platforms: “We keep getting RFEs on H-1B petitions from our current firm. Which immigration providers publish their approval rates or offer some kind of guarantee on outcomes?” | |||||
| 15 | L-1 intracompany transfers | Employment Visa | ✓ | ✓ | ✗ |
Exact question asked across all three AI platforms: “We’re transferring three employees from our Bangalore office to the US on L-1 visas. Which immigration firms handle intracompany transfers best for mid-size technology companies?” | |||||
| 16 | EB-1A versus EB-2 NIW for researchers | Green Card Track | ✓ | ✓ | ✗ |
Exact question asked across all three AI platforms: “What’s the difference between EB-1A and EB-2 NIW for a machine learning researcher with a few publications, and which immigration firms specialize in these petitions?” | |||||
| 17 | EB-1A track record for scientists | Green Card Track | ✗ | ✗ | ✗ |
Exact question asked across all three AI platforms: “Which immigration law firms have the best track record on EB-1A petitions for scientists and researchers, and how do their fees compare?” | |||||
| 18 | Same-day candidate sponsorability check | Immigration Tech | ✗ | ✗ | ✗ |
Exact question asked across all three AI platforms: “Our recruiters need to know within a day whether a candidate can be sponsored, but our law firm takes a week to respond. Which immigration providers offer fast candidate work-authorization assessments?” | |||||
| 19 | AI-drafted petitions and transparency | Immigration Tech | ✗ | ✗ | ✗ |
Exact question asked across all three AI platforms: “How are AI tools actually being used in immigration law right now, and is it safe to use a firm that drafts petitions with AI? Which providers are transparent about how they handle this?” | |||||
| 20 | Canada and UK work permits | Global Mobility | ✓ | ✓ | ✗ |
Exact question asked across all three AI platforms: “We’re opening new sites in Canada and the UK. Who should we use for work permits in those two countries without retaining separate local counsel in each?” | |||||
| TOTAL | 10/20 (50%) | 14/20 (70%) | 1/20 (5%) | ||
Nineteen Silences on Gemini
Where the same question produces a Manifest answer on one platform and nothing on another
The gap between ChatGPT at 70% and Gemini at 5% is not a matter of ranking lower. On nineteen of twenty questions Gemini returns a complete, confident slate of named providers, and Manifest is not among them. Below are questions where ChatGPT and Claude both surface Manifest and Gemini does not.
“We need work permits in eight countries across Europe and Asia and we currently use three different local firms. Which providers can consolidate all of that under one contract?”
“Our co-founder is relocating to the US and we’re also starting to sponsor employees for the first time. Which providers handle both an executive’s personal visa and a company’s ongoing hiring?”
“We’re opening new sites in Canada and the UK. Who should we use for work permits in those two countries without retaining separate local counsel in each?”
Manifest’s content exists and two platforms retrieve it. The third does not surface Manifest on 19 of the 20 tested questions. There is a second-order problem worth naming: on Claude, the material that earns the ChatGPT result is retrieved, identified as Manifest’s own comparison content, and explicitly discounted for that reason. The asset driving the strongest platform is the same asset the second platform marks down. First-party comparison content does not scale cleanly across all three.
AI Topic Authority Map
Query heatmap — service line by platform
The twenty queries map to five service lines, four queries each. This shows which parts of the practice the AI platforms associate with Manifest and which are invisible.
4 queries
4 queries
4 queries
4 queries
4 queries
▹ The Green Card Track is the only service line Gemini has ever returned Manifest for — one query out of twenty.
A result worth reading carefully. Global Mobility scores 100% on both ChatGPT and Claude. That runs against expectation: Manifest’s own material describes a single unified report covering 40+ countries as coming soon, while Fragomen says it advises clients in 170+ countries. The AI answers tested do not reflect that difference. This may say more about how these platforms group providers than about relative capability, and it should not be read as a competitive assessment of the underlying service.
| Q | Topic | Service Line | Why it matters |
|---|---|---|---|
| 3 | Consolidated US, UK and India programme | Global Mobility | Enterprise multi-region consolidation. Manifest says a single unified report covering 40+ countries is coming soon, while Fragomen says it advises clients in 170+ countries. |
| 8 | Replacing a traditional immigration firm | Corporate Programme | The switching question. A buyer explicitly shopping for an alternative to the incumbents does not encounter Manifest on any platform. |
| 10 | Lottery miss with OPT expiring | Employment Visa | Time-critical contingency planning. Speed is a published strength — 3x faster filing, sub-five-hour response — and it does not surface here. |
| 17 | EB-1A track record for scientists | Green Card Track | Firms that publish multi-year approval datasets own this. Manifest publishes a single quarter’s comparison. |
| 18 | Same-day candidate sponsorability check | Immigration Tech | Instant candidate pre-evaluation is a named capability on the corporate immigration page. No platform associates it with Manifest. |
| 19 | AI-drafted petitions and transparency | Immigration Tech | The AI-native positioning itself. The AI Drafter page already covers attorney-in-the-loop review, second-chair oversight, former USCIS adjudicators, a stated policy that client data is not used to train foundational AI models — none of it registers in the answers tested. |
Methodology
How this Xtrusio AEO/GEO Audit was conducted
This research is based on Xtrusio’s proprietary AI visibility analysis framework.
Recommendations
Prioritised actions, starting with the name that never appears
- The relationship statement already exists on both domains. It is not carrying into AI answers. Standardise the same sentence, in the same words, across every page so the association is stated consistently rather than described differently in each place.
- The Series A is already published correctly under Manifest OS. The gap is third-party attribution — strengthen cross-domain signals and external coverage so the funding is consistently associated with Manifest OS rather than Manifest Law.
- The AI Drafter page already explains context-aware drafting, attorney review, client-data isolation, and that client data is not used to train foundational AI models. Query 19 still returned nothing on any platform. The gap is not missing content — retrieval, entity association and source authority are the next things to test.
- Verify and date every published figure being quoted back as current fact — H-1B pricing tiers, EB-1A entry price, the money-back guarantee percentage, and the Q3 2025 approval comparison. See the note below.
- Publish a multi-year approval dataset by visa category. The competitors that surface on Queries 16 and 17 also have stronger published track-record evidence. A multi-year dataset would give Manifest a more verifiable authority asset to test.
- Build the switching content for Query 8 — what changes when a company leaves a traditional immigration firm, with named comparison criteria.
- Document the candidate pre-evaluation turnaround for Query 18 with an actual measured time, not an adjective.
- Reduce reliance on first-party comparison pages. Claude retrieves them, identifies the authorship and discounts them. Test third-party coverage, review platforms and named case studies as alternative authority signals, then measure whether they improve visibility across all three platforms.
- Treat Gemini as a distinct visibility problem. Nineteen of twenty questions return no Manifest presence at all. Test indexing, retrieval, source authority and entity association rather than assuming the cause from this audit alone.
- Defend Query 11. Upfront eligibility assessment is the only unanimous position and the only Gemini mention. It maps directly to AI Case Evaluation and should become the anchor topic.
- Quarterly Xtrusio re‑audits to track whether parent-brand recognition moves at all.
The technology brand has no name in AI answers. That is fixable.
Twenty-five mentions, none of them explicitly Manifest OS. Let’s change which name gets returned.
This research report was generated using the Xtrusio Company Intelligence Module.
