Document automation AI built and hosted in France
Recital is an AI-powered document processing platform for enterprises handling high volumes of business documents.
AI Panel Score
6 AI reviews
Reviewed
Recital's platform is used by enterprises to automate document-heavy workflows: incoming emails, PDFs, and scanned files are processed to extract structured data, classify document types, and route information into downstream business systems. Customers cited on the company's site include Safran, ADA, Enership, and ENGIE Solutions, who use the platform for tasks like processing garage repair quotes for rental vehicles, handling quotes and orders received by email, analyzing energy invoices, and automating technical intervention documents (DTA).
The platform is built on proprietary research from Recital's R&D team, which has published work on topics including document layout attention mechanisms (Skim-Attention), synthetic data augmentation for cross-lingual question answering, and generative cooperative networks for text generation. These publications indicate the underlying technology stack relies on custom-trained language and vision models rather than solely wrapping third-party AI APIs. The product integrates with existing enterprise systems, including at least one deployment alongside Kofax TotalAgility for a Safran use case.
Recital targets mid-size to large enterprises across sectors such as insurance, energy, transportation, and industrial services that process large volumes of incoming documents. Pricing is not published on the website and is handled through direct contact with the sales team. Competitors in the intelligent document processing space include ABBYY, Rossum, and Docsumo.
Recital is available in two deployment modes: as a SaaS product or installed on-premise (On Prem), which allows customers with data residency or security requirements to run the platform within their own infrastructure.
Leverages synthetic data augmentation research to enable zero-shot question answering across languages.
Uses proprietary AI research (e.g. Skim-Attention) to analyze document layout and extract structured information from documents.
Applies in-house research on generative cooperative networks and text generation to power document understanding capabilities.
Maintains an in-house R&D lab publishing scientific research on document layout analysis and NLP techniques underlying the platform.
Automates extraction, classification, and processing of invoices, as demonstrated in the Enership energy invoice automation story.
Automates the handling of quotes and orders received by email, as implemented for Safran with Kofax TotalAgility integration.
Automates the processing of garage repair quotes for vehicle fleets, as shown in the ADA automation story.
Secures and automates the processing of technical intervention reports (DTA), as used by ENGIE Solutions.
Offers an on-premise deployment option for enterprises requiring in-house infrastructure.
Offers the document automation platform as a cloud-based SaaS solution.
Provides tailored document automation solutions for different industry sectors as outlined on the Sectors page.
Integrates with third-party platforms such as Kofax TotalAgility to enhance document workflow automation.
Recital (recitalapp.com) is an AI-powered contract discovery and management platform for in-house legal teams. The company does not publish numeric pricing on its website or in third-party sources (G2 explicitly notes pricing is unavailable); prospective buyers must contact Recital directly to receive a custom quote based on seats and usage.
French R&D-driven document AI with real enterprise use cases, but pricing is a black box.
“Recital backs its document automation with published research, not just API wrapping. No pricing transparency and no free trial makes evaluation slow.”
Founded 2017, Paris. Ten years shorter than the category leader, but the published research here is unusually substantive: Skim-Attention, cross-lingual QA research, generative cooperative networks. That's proprietary model work, not a ChatGPT wrapper with a logo.
Customer stories are concrete: Safran running quotes through Kofax TotalAgility integration, ENGIE Solutions automating technical intervention reports, ADA processing garage repair quotes. On-prem plus SaaS, hosted on OVH in France — that's a real answer for data residency, which matters against the obvious American alternative.
Two gaps. No pricing page, no free trial, so you can't test drive this without a sales call. And nothing I could find says what a pilot costs or how contracts unwind if it doesn't work.
Pilot it if data residency or document complexity is your actual problem. Don't sign multi-year without a defined exit clause.
Proprietary layout-analysis research and France-based hosting differentiate it from US-centric IDP tools like ABBYY and Docsumo.
On-prem option and OVH France hosting help compliance, but no published SOC2 or contract terms that I could find.
No free trial or self-serve start; sales-contact-only pricing slows the first 90 days.
Custom-trained models plus RAG for document Q&A goes beyond simple cost-saving on manual data entry.
Docs and API confirmed, R&D publications show active technical work, but no changelog or public roadmap visible.
Enterprises with heavy document volume and EU data residency requirements needing on-prem or France-hosted processing.
You need to validate accuracy quickly through self-serve trial before committing budget.
Sovereign document AI with real R&D behind it, but I'm buying blind on cost and SLAs.
“Recital gives me OVH-hosted, France-based document automation with published research depth and reference customers like Safran and ENGIE Solutions. What I can't get from the site is a number — pricing runs entirely through sales contact.”
Operationally, this is built for the workflows I actually deal with: invoices, quotes arriving by email, technical intervention reports. The Enership and ADA case studies aren't demo vaporware — they're specific document types matched to specific automation outcomes, which tells me implementation teams have done this before.
The on-prem plus SaaS choice matters for my 3-year planning. If data residency requirements tighten in my sector, I'm not stuck re-platforming — I move deployment mode, not vendor. OVH hosting in France is a real differentiator against US-hosted competitors when I'm answering to a board on sovereignty.
What worries me operationally: zero published pricing, no free trial, and a Kofax TotalAgility integration that reads as one-off rather than a mature partner ecosystem. I'd need a pilot with hard SLA commitments before signing multi-year, since procurement can't benchmark this against ABBYY or Rossum without a quote in hand first.
Sits between ABBYY/Rossum/Docsumo on capability, differentiated mainly by French sovereignty and OVH hosting.
Reference cases (Safran, ADA, ENGIE Solutions) map directly to high-volume document ops I'd actually run.
API-enabled with one documented Kofax TotalAgility integration; evidence doesn't show breadth of connectors.
SaaS/on-prem flexibility avoids lock-in on data residency, but sales-only pricing makes multi-year cost forecasting hard.
Published research (Skim-Attention, generative cooperative networks) suggests custom-trained models, not an API wrapper.
Mid-size to large enterprises in regulated or sovereignty-sensitive sectors processing high volumes of invoices, quotes, or technical reports.
Skip if you need transparent self-serve pricing or a free trial before committing procurement time.
Zero published numbers. Enterprise IDP with a sales-call price tag and unclear renewal terms.
“No pricing page, no free trial, contact-sales only. Fine for enterprise procurement teams used to that; opaque for anyone modeling year-one spend.”
No published price. Not $0.10/page, not per-seat, nothing. Contact sales is the only tier, which means TCO modeling starts blind. Customers cited — Safran, ADA, Enership, ENGIE Solutions — suggest real enterprise deployments, but none of their case studies disclose spend.
On-prem vs SaaS choice matters for TCO. On-prem adds infrastructure and IT overhead finance teams underestimate — category norm is 20-30% on top of license. SaaS runs on OVH in France, shared cloud by default, dedicated cloud as an upsell most buyers won't see priced until the call.
No auto-renewal terms disclosed. No termination clause visible. No invoicing cadence, no payment terms. Compare to the docs-indicate transparency of a vendor with a public pricing page: procurement friction here is real, not imagined. ROI story leans on R&D credibility (Skim-Attention research) over measured throughput numbers — compelling science, thin dollars-and-cents proof.
Sales-led procurement with no published invoicing model or payment terms.
No renewal, term length, or cancellation terms disclosed that I could find.
No pricing page, no tiers, sales-contact only per evidence.
Named use cases (Enership invoices, ADA quotes) show application but no measured savings figures.
On-prem option adds unquantified infra cost; no add-on or overage figures published.
Enterprises with existing sales-procurement muscle and data residency requirements.
You need a comparable quote in an afternoon without a sales call.
Solid document automation engine, but I can't tell what my Monday actually looks like in it.
“Recital has real research behind the extraction and layout models, plus on-prem and SaaS options for data residency. What's missing from the public evidence is any picture of the day-to-day interface a document reviewer would actually sit inside.”
The invoice and quote automation case studies (Enership, ADA, ENGIE Solutions) tell me this handles real document chaos, not clean demo PDFs. Handwritten docs, poor scans, long tables — the buyer Q&A says Studio IA covers all of it. That's the right scope for anyone drowning in incoming email attachments.
What I can't find is the actual workbench: how do I review a low-confidence extraction, correct it, and see that correction feed back into the model? No changelog, no blog, no pricing page — docs exist and there's an API, but I have no sense of whether the UI is built for someone doing this 40 hours a week or just for the integration engineer who wires it to Kofax TotalAgility once.
On-prem plus OVH-hosted SaaS in France is a genuine differentiator for data residency, especially against the obvious alternative running everything through US cloud APIs. Tradeoff: enterprise sales-only pricing means I can't scope cost against volume myself.
Case studies show production use, but no screenshots or review-queue workflow are described anywhere I could find.
Docs and API exist but no blog or changelog means no visible trail of how the tool evolves for daily users.
No pricing page, no free trial, and sales-only access adds friction before a practitioner ever sees the tool.
Modular RAG for cross-document Q&A and sector-specific tailoring point to real depth beyond basic OCR extraction.
Kofax TotalAgility integration at Safran and full API access suggest real system-to-system fit, not a standalone silo.
Enterprises processing high volumes of invoices, quotes, or technical reports who need EU-hosted or on-prem data residency.
You want to self-serve a trial or see transparent pricing before looping in procurement.
Serious research pedigree, but there's no product to actually poke at here.
“Recital looks like the real deal on paper — custom-trained models, real enterprise deployments, French data residency. But there's nothing public to click through, so day-one feel is a mystery.”
No pricing page, no changelog, no blog, no free trial. You call sales, someone builds you a quote, and that's your onboarding: a meeting, not a sandbox. For an enterprise buyer that's normal. For me trying to gauge if this thing is a joy to use daily, it's a black box.
What's actually there is solid: the Skim-Attention research, on-prem plus SaaS hosted at OVH in France, real customers like Safran and ENGIE Solutions doing invoice and quote automation. That's not vaporware dressed up with a landing page — it's document-heavy grunt work getting automated for people who used to do it by hand.
But founded in 2017, and still no public pricing, no self-serve trial, nothing to test drive. Compare that to ABBYY or Rossum where you can at least see a demo flow. Recital might be excellent day-to-day. I just can't tell from here.
No changelog, no blog, no visible UI screenshots — evidence is silent on daily-use details.
API-enabled with connectors and a workflow engine, but full capability likely needs integration work per the Kofax TotalAgility example.
Platforms listed as web-only; no mobile mentioned anywhere I could find.
Contact-sales-only with no free trial means onboarding is a sales cycle, not a product experience.
OVH-hosted French infrastructure and named enterprise deployments (Safran, ENGIE Solutions) suggest production-grade stability.
Enterprises with high document volumes and data residency requirements who don't mind a sales-led buying process.
You want to self-serve, test a free trial, or see transparent pricing before talking to anyone.
French R&D lab with real papers, but the pricing plan block doesn't match the product.
“What's online mixes two different Recitals — a document automation platform and a contract-management tool with SOC 2 badges. That's either a scraping error or a rebrand nobody explained.”
Founded 2017, Paris. OVH-hosted in France, on-prem option for data residency — that part's clean and specific. Skim-Attention, cross-lingual QA, generative cooperative networks: real publications, not just marketing copy. Customer stories are named — Safran with Kofax TotalAgility, ADA on garage quotes, Enership on energy invoices. That's more specificity than most IDP vendors show.
Then the pricing plan describes a contract-discovery tool for legal teams with SOC 2 Type II and Gmail integration. Doesn't match the invoice/quote automation story above it. Either two products got merged in this evidence, or reciTAL rebranded and nobody updated the copy. ABBYY and Rossum don't have that confusion in their materials.
No pricing page, no changelog, no blog. Docs and API exist, which helps. On-prem plus SaaS is a real exit lever — you're not fully locked to their cloud. But the mismatched pricing block is the kind of inconsistency that makes me want a live demo before a contract.
Proprietary vision/language models and France-based hosting differentiate from ABBYY and Rossum on data residency grounds.
On-prem deployment option plus API access gives real leverage if you need to leave.
Docs and API confirmed, but no blog or changelog, and internal inconsistencies across the site raise questions.
Research claims are backed by named papers, but the pricing section describes a different product entirely.
Named customers (Safran, ADA, Enership, ENGIE Solutions) with specific use cases back the automation claims.
Mid-size to large enterprises in regulated sectors that need on-prem document automation with French data residency.
You need transparent self-serve pricing or want to verify product scope before a sales call.
Common questions answered by our AI research team
Yes, Recital is offered both as SaaS or On-Prem deployment, giving enterprises flexibility over where the platform runs.
Yes, Recital offers a modular RAG (Retrieve Augmented Generation) solution to exploit document bases for answering questions, summarizing, analyzing, and exploring content across all document types.
Yes, the Studio IA is designed to handle all use cases including long documents, poor quality documents, handwritten documents, and tables.
Recital's cloud infrastructure is hosted on a shared cloud at OVH in France, with options for dedicated cloud or on-premise deployment.
Yes, the reciTAL platform is fully API-enabled ('entièrement APIsée'), built for production with a robust workflow engine, connectors, and business rule integration.
