How Gemina compares.
Including the parts where something else is the better choice. If you only need one of these things, buy the tool that does that one thing.
Compare the four approachesFour ways to solve this.
An honest, category-level comparison.
Start with the layer you need. Expand through the same API.
| What you need | Gemina | Build it yourself (raw LLM) | Cloud extraction API | Document-processing platform |
|---|---|---|---|---|
| Flags the fields it is unsure about (per-field confidence, refuses to guess) | ✓high / med / low on every field; low-confidence flagged | ✕returns confident wrong answers; no calibrated confidence | ~raw confidence scores, no refuse-to-guess policy | ~confidence + human-in-the-loop review UI |
| Your own schema + line items, any document type, any language | ✓your fields + line items, any language | ✓but you own the prompt, schema enforcement and validation | ~custom models need labeled training data | ✓trainable via UI |
| Tune accuracy vs speed vs cost (named model tiers, one API) | ✓Invictus / Praetorian / Velox via one parameter | ~swap models manually, no managed tiers | ✕one model per API | ✕not buyer-facing |
| Callable from AI agents over MCP (no integration to build) | ✓MCP-native, plus REST + async webhooks | ~you build the tool wrapper | ✕— | ✕— |
| Privacy as a headline: retention control, residency, never trained on | ✓retention control, residency by country, AES-256 / TLS 1.2+ | ✕you build retention / residency / controls yourself | ~strong cloud compliance, but you assemble the controls | ~enterprise governance, not privacy-first framing |
| Free, no-credit-card hands-on trial / free-forever tier | ✓free-forever Starter + full-API trial, no card | ~pay-per-token; no specialized trial | ~limited, time-boxed free tier | ✕sales-led, high minimums |
| Lowest raw cost-per-page at massive (millions) scale | ✕wins on total cost of ownership, not sticker $/page | ~cheap at low volume, balloons at scale | ✓extremely cheap per page as a low-level API | ✕subscription floors / per-block costs |
| Full AP workflow out of the box (review cockpit, approvals, ERP connectors) | ✕Gemina is the extraction layer; it sits upstream of a workflow tool | ✕— | ✕— | ✓review UI, approvals, ERP connectors |
Capabilities as of June 2026, compared at the category level; individual vendors vary. Gemina is the extraction layer — pair it with your own app or an AP workflow tool.
Why platforms build on Gemina.
Use Gemina as the document-intelligence layer beneath your own workflow, interface, and customer experience.
Keep your product differentiated
Gemina handles document intelligence. You keep control of the workflow, branding, and experience your customers choose you for.
Ship without infrastructure sprawl
OCR, extraction, search, totals, chat, REST, SDKs, and MCP live behind one platform instead of a chain of services.
Start narrow. Expand later.
Launch with OCR or extraction today, then add richer document capabilities without migrating documents or replacing your API.
Control cost and performance
Match each workload to the right model tier instead of paying top-tier processing costs for every document and field.
Compare total system cost—not one API line item.
Processing price is only one part of what it costs to ship and operate a dependable document product.
=Your actual document-processing cost
Test it against your shortlist.
Full API access, all models, no credit card.