Wie Brainiall vergleicht - AI durch AI
Side-by-side-use-case, QualitĂ€tsverhĂ€ltnis und Preise fĂŒr jeden Brainiall AI-Service vs AWS, Google Cloud, Azure und Kategorie-Leader-Spezialisten. Keine Flöhe - Direktpreise, MessbarkeitsqualitĂ€t und ausdrĂŒckliche LĂŒcken, wo die Konkurrenten noch voran sind.
Wie man diese Seite liest
- Gebrauchsfall â die 1-2 SĂ€tze antworten auf âWarum wĂŒrde ich diese AI verwenden?â
- QualitÀt - 0-10 Punkte in jeder Kategorie (nicht in der Kreuzkategorie) abgeleitet von öffentlichen Benchmarks. wo Wettbewerber keine Zahlen veröffentlichen, verwenden wir Praktiker Konsens und unsere eigenen reproduzierbaren Tests.
- Preis â Listepreis pro Einheit (fĂŒr Bild, fĂŒr Audio-Min, fĂŒr Seite usw.) in USD. 90% off, wenn unsere QualitĂ€t niedriger ist · 80% off bei ParitĂ€t · 50% off, wenn superior in der Kategorie durchschnittlich.
- Verdammt â FĂŒhrer bedeutet, dass wir im Preis und in der ParitĂ€t oder besser in der QualitĂ€t vorwĂ€rts sind; WettbewerbsfĂ€hig bedeutet Preis-attraktiv mit ausdrĂŒcklichen Merkmalen, die noch auf der Roadmap stehen; GAP Das bedeutet, dass die Konkurrenten leiten und wir sind ehrlich darĂŒber.
S1 Background RemovalLeader
Drop-in replacement after Microsoft retired Azure Image Analysis 4.0 background removal
| Provider | Quality | F-max (DIS-TE1, DIS5K)higher = better | Price/image | vs market avg | Position |
|---|---|---|---|---|---|
| remove.bg HD | 9.0/10 | not published | $0.200 | 182% | â |
| Photoroom Pro | 8.5/10 | not published | $0.020 | 18% | â |
| Azure Image Analysis 4.0 | 0.0/10 | not published | $0 | â | â |
| Brainiall FAST | 7.5/10 | not published | $0.020(82% cheaper) | 18% | Parity |
| Brainiall HD | 9.0/10 | 0.866â | $0.050(55% cheaper) | 45% | Superior |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitÀtsnot. Brainiall Cutout (HD tier) matches remove.bg on hair/edge fidelity at 4à lower price; Microsoft's own docs explicitly recommend Brainiall Cutout engine as their replacement after retirement.
Hinweis . Azure retired this product on March 31, 2025 â there is no AWS or GCP first-party equivalent. Brainiall has no hyperscaler competition in this category.
S2 Audio EnhancementLeader
Granular 4-stage pipeline: denoise + voice-isolation + cleanup + master
| Provider | Quality | Price/audio-min | vs market avg | Position |
|---|---|---|---|---|
| Resemble Enhance API (Replicate) | 8.0/10 | $0.021 | 102% | â |
| Krisp Pro (consumer subscription) | 7.5/10 | $0.020 | 98% | â |
| Adobe Podcast Speech Enhance | 8.5/10 | $0 | â | â |
| Brainiall DENOISE | 8.0/10 | $0.014(32% cheaper) | 68% | Parity |
| Brainiall FULL-PIPELINE | 8.5/10 | $0.025(22% more expensive) | 122% | Superior |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries.
QualitĂ€tsnot. AWS, GCP, Azure offer ZERO audio-enhancement primitives â this category is specialists-only. Krisp is consumer subscription; Adobe Podcast is free web tool but no API.
Hinweis . Granularity (per-stage billing) is unique vs single-knob competitors (Krisp, Resemble Enhance).
S3 Speaker DiarizationLeader
Standalone Brainiall Speaker ID engine â answer 'who said what' on any audio
| Provider | Quality | DER % (standard diarization benchmark)lower = better | Price/audio-min | vs market avg | Position |
|---|---|---|---|---|---|
| AWS Transcribe (bundled w/ STT) | 7.5/10 | 11.1% | $0.024 | 113% | â |
| GCP Speech-to-Text (bundled) | 7.5/10 | 50.2% | $0.024 | 113% | â |
| Azure Speech (real-time + add-on) | 7.5/10 | not published | $0.022 | 104% | â |
| pyannote.ai (standalone) | 9.0/10 | 9.00%â | $0.015 | 71% | â |
| Brainiall STANDALONE | 9.0/10 | 9.00%â | $0.012(44% cheaper) | 56% | Superior |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitÀtsnot. All hyperscalers force you to buy STT just to get diarization. Brainiall is one of two providers (with pyannote.ai itself) selling diarization as a primitive.
Hinweis . Same engine (Brainiall Speaker ID) as the open SOTA â production-grade and battle-tested.
Voice IDCompetitive
Standalone speaker verification (1:1) + identification (1:N) â the primitive AWS bundles into Connect and Azure put behind Limited Access
| Provider | Quality | Price/verification | vs market avg | Position |
|---|---|---|---|---|
| AWS Connect Voice ID | 8.0/10 | $0.025 | 143% | â |
| Azure Speaker Recognition | 8.0/10 | $0.010 | 57% | â |
| Brainiall STANDARD | 8.0/10 | $0.0075(57% cheaper) | 43% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries.
QualitĂ€tsnot. AWS only sells voice biometrics inside Amazon Connect (per-minute, contact-center oriented); Microsoft moved Speaker Recognition to Limited Access (approval required). Brainiall exposes enroll / verify / identify directly at a flat per-verification price â no platform to adopt, instant API key.
Hinweis . Lives in the same Brainiall Speaker AI service as Diarization (Brainiall Voiceprint engine). Only an irreversible voiceprint embedding is stored â never the raw audio. Consent for biometric voiceprints is a Terms-of-Service attestation, the same model AWS uses.
S4 PDF-to-MarkdownCompetitive
Brainiall Document Reader engine for layout-aware document conversion
| Provider | Quality | olmOCR-Bench score (pass-rate)higher = better | Price/page | vs market avg | Position |
|---|---|---|---|---|---|
| AWS Textract DetectDocumentText | 7.5/10 | not published | $0.0015 | 40% | â |
| GCP Document AI Layout Parser | 8.0/10 | not published | $0.010 | 267% | â |
| Azure Document Intelligence (OCR) | 8.0/10 | not published | $0.0015 | 40% | â |
| Mistral OCR 3 (Dec 2026) | 9.5/10 | 78.0â | $0.0020 | 53% | â |
| Brainiall STANDARD | 8.0/10 | not published | $0.0010(73% cheaper) | 27% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitÀtsnot. Brainiall Document Reader engine (production-grade engine) excels on technical docs with code, math, and tables. Mistral OCR 3 is a 2026 newcomer with SOTA quality at competitive price.
Hinweis . Strategic note: Mistral OCR 3 ($0.002/page SOTA) is the category's existential threat. Brainiall response: bundle workflow features (audit trail, schema-driven extraction) that Mistral does not ship.
S5 Agent MemoryCompetitive
Brainiall Memory embeddings + vector retrieval â turn-key memory for agents
| Provider | Quality | Retrieval avg (standard embedding-retrieval benchmark, nDCG@10)higher = better | Price/M-tokens | vs market avg | Position |
|---|---|---|---|---|---|
| Cohere Embed 4 | 9.0/10 | 61.0 | $0.120 | 1% | â |
| Voyage 4 | 9.5/10 | 66.0â | $0.180 | 1% | â |
| Jina v3 | 8.5/10 | 53.9 | $0.020 | 0% | â |
| Azure AI Search (Basic SU) | 8.0/10 | not published | $74.00 | 398% | â |
| Brainiall STANDARD | 8.0/10 | 51.7 | $0.020(100% cheaper) | 0% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitÀtsnot. Brainiall Memory engine has solid industry retrieval benchmarks scores; Voyage/Cohere edge on retrieval quality but at 6-9à the price. For memory and RAG use cases, Brainiall Memory engine is 'good enough' at lowest price tier.
Hinweis . Hyperscaler equivalents (Azure AI Search, GCP Vertex Vector Search) are full retrieval engines â different category, much higher cost.
S6 Identity VerificationCompetitive
Face detection + KYC liveness gate (auth-proxy v8 strength tiers)
| Provider | Quality | AP (standard face-detection benchmark, hard val)higher = better | Price/verification | vs market avg | Position |
|---|---|---|---|---|---|
| AWS Rekognition (face detect) | 8.0/10 | not published | $0.0010 | 0% | â |
| GCP Vision (face detect) | 7.5/10 | not published | $0.0015 | 0% | â |
| Azure Face (detect + liveness GA) | 9.0/10 | not published | $0.0010 | 0% | â |
| Sumsub (full KYC) | 9.5/10 | not published | $1.35 | 222% | â |
| Onfido (full KYC) | 9.0/10 | not published | $1.50 | 246% | â |
| Veriff (full KYC) | 9.0/10 | not published | $0.800 | 131% | â |
| Brainiall STANDARD | 8.0/10 | 0.853 APâ | $0.00080(100% cheaper) | 0% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitĂ€tsnot. Face detection only â comparable to hyperscaler primitives. Full-KYC providers (Sumsub/Onfido/Veriff) bundle doc OCR + sanctions/PEP screening + manual review at $0.65-2.50/verification â different scope.
Hinweis . Roadmap: doc OCR + sanctions screening to reach Sumsub/Onfido feature parity.
S7 Image ModerationCompetitive
NSFW + violence detection for UGC platforms and marketplaces
| Provider | Quality | NSFW accuracy (third-party / vendor-self-reported)higher = better | Price/image | vs market avg | Position |
|---|---|---|---|---|---|
| AWS Rekognition Moderation v7 | 9.0/10 | 95.0% | $0.0010 | 80% | â |
| GCP Vision SafeSearch | 7.5/10 | 97.5% | $0.0015 | 120% | â |
| Azure Content Safety (image) | 8.5/10 | 97.6% | $0.0015 | 120% | â |
| Hive Visual Moderation | 9.5/10 | 99.6%â | $0.0010 | 80% | â |
| Brainiall STANDARD | 8.0/10 | not published | $0.00080(36% cheaper) | 64% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitÀtsnot. Hive is the category leader with 25+ harm classes and $100M+ ARR. AWS Rekognition v7 added a 3-tier taxonomy with 26 new labels in 2025. Brainiall covers the high-volume use cases (NSFW + violence) at competitive price.
Hinweis . Roadmap: expand harm taxonomy + add 0-7 severity scoring (Azure Content Safety parity).
S8 Document AICompetitive
End-to-end Brainiall Form Parser engine OCR + structured field extraction (no post-processing)
| Provider | Quality | F1 (standard document-extraction benchmark, field-level)higher = better | Price/page | vs market avg | Position |
|---|---|---|---|---|---|
| AWS Textract Analyze (Forms+Tables+Queries) | 9.0/10 | not published | $0.070 | 150% | â |
| GCP Document AI Form Parser | 9.0/10 | not published | $0.065 | 139% | â |
| Azure Document Intelligence (custom) | 9.0/10 | not published | $0.050 | 107% | â |
| Mistral OCR 3 (Dec 2026) | 9.5/10 | not published | $0.0020 | 4% | â |
| Brainiall STANDARD | 8.5/10 | 0.840 F1â | $0.0050(89% cheaper) | 11% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitĂ€tsnot. Brainiall Form Parser engine returns plain text + structured JSON in a single forward pass. Hyperscalers charge $50-70/1k pages for the same â Brainiall is 10-15Ă cheaper before considering Mistral.
Hinweis . Strategic note: Mistral OCR 3 ($0.002/page SOTA, Dec 2026) is rewriting price expectations. Brainiall plan: bundle workflow (schema validation, audit trails, manual-review hooks) that Mistral does not include.
S9 Vision LabelsLeader
Brainiall Vision Tagger engine caption + Brainiall object detection module open-vocabulary detection
| Provider | Quality | mAP@[0.5:0.95] (standard object-detection benchmark)higher = better | Price/image | vs market avg | Position |
|---|---|---|---|---|---|
| AWS Rekognition DetectLabels | 8.0/10 | not published | $0.0010 | 86% | â |
| GCP Vision Label Detection | 8.0/10 | 64.7 mAPâ | $0.0015 | 129% | â |
| Azure Image Analysis (tags+caption) | 8.5/10 | not published | $0.0010 | 86% | â |
| Brainiall STANDARD | 8.5/10 | 43.4 mAP | $0.00080(31% cheaper) | 69% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitĂ€tsnot. Brainiall Vision Tagger engine (the same Microsoft model Azure ships) + Brainiall object detection module offers richer output: caption + grounded boxes vs hyperscalers' flat label lists. GCP per-feature multi-billing trap means a 3-feature image costs $4.50/1k there â Brainiall flat $/call wins on multi-task.
NLP SuiteCompetitive
Toxicity · Sentiment · NER · PII · Language detection (5 endpoints, 1 SKU)
| Provider | Quality | NER F1 (standard NER benchmark, test span)higher = better | Price/1k-records | vs market avg | Position |
|---|---|---|---|---|---|
| AWS Comprehend (each op) | 8.5/10 | not published | $0.100 | 14% | â |
| GCP Natural Language API | 8.5/10 | not published | $1.00 | 143% | â |
| Azure AI Language | 9.0/10 | not published | $1.00 | 143% | â |
| Brainiall STANDARD | 7.5/10 | 91.3 F1â | $0.050(93% cheaper) | 7% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitÀtsnot. Price-competitive across all five primitives. Known depth gaps: Sentiment is 2-class (vs Azure 5-class incl. neutral/mixed); PII coverage relies on regex + BERT-NER (vs Azure ~50+ jurisdictional entity types). Roadmap addresses both.
Hinweis . Hyperscaler trick to know: each Comprehend / GCP NLP operation bills as a separate transaction â running sentiment + NER on the same doc costs 2Ă. Brainiall counts as one call.
Pronunciation AssessmentLeader
Phone-level scoring that exceeds human inter-annotator agreement
| Provider | Quality | Phone PCC (standard pronunciation-scoring benchmark)higher = better | Price/minute | vs market avg | Position |
|---|---|---|---|---|---|
| AWS (no offering) | 0.0/10 | not published | $0 | â | â |
| GCP (no offering) | 0.0/10 | not published | $0 | â | â |
| Azure Pronunciation Assessment | 8.5/10 | not published | $0.022 | 61% | â |
| Speechace (B2B API) | 8.5/10 | not published | $0.050 | 139% | â |
| ELSA Speak (consumer + API) | 8.0/10 | not published | $0 | â | â |
| Brainiall LIGHT | 9.0/10 | 0.590 PCC | $0.010(72% cheaper) | 28% | Superior |
| Brainiall PREMIUM | 9.5/10 | 0.682 PCCâ | $0.040(11% more expensive) | 111% | Superior |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitĂ€tsnot. Human-exceeding phone-level accuracy (Light, in production) and 0.682 (Premium LoRA Exp 1) â both EXCEED human inter-annotator agreement (0.555). Premium tier already surpasses the published SOTA (HIA 0.657) by +2.5 percentage points.
Hinweis . Zero AWS or GCP equivalent globally. Azure offers 33 locales without publishing PCC. ELSA and Speechace are paywalled or quote-only. This is Brainiall's most defensible product.
Speech-to-TextCompetitive
Two tiers: Brainiall Speech Edge (17 MB on-device) + Brainiall Speech Pro (cloud, 99 languages + speaker diarization)
| Provider | Quality | WER % (standard English clean-speech benchmark)lower = better | Price/audio-min | vs market avg | Position |
|---|---|---|---|---|---|
| Deepgram Nova-3 (batch) | 9.5/10 | not published | $0.0043 | 34% | â |
| AssemblyAI Universal-Streaming | 9.0/10 | not published | $0.0025 | 20% | â |
| AWS Transcribe (incl. diarization) | 8.0/10 | not published | $0.024 | 189% | â |
| GCP Chirp 3 | 9.0/10 | not published | $0.016 | 126% | â |
| Azure Speech (real-time) | 8.5/10 | not published | $0.017 | 131% | â |
| Brainiall EDGE | 6.5/10 | 13.0% | $0.0010(92% cheaper) | 8% | Inferior |
| Brainiall PRO | 8.5/10 | 2.70%â | $0.0050(61% cheaper) | 39% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitĂ€tsnot. Brainiall Speech Pro achieves WER 7.4% multilingual / 2.7% clean-speech benchmarks â competitive with Deepgram Nova-3 (5.26%) and ahead of AWS Transcribe (5-8% typical). Edge tier (17 MB) trades raw accuracy for offline / on-device deployability.
Hinweis . Streaming WebSocket endpoint LIVE (Phase 1, /v1/stt/stream): partial transcripts every 1.5s. See /products/streaming-stt for details. Phase 2 roadmap: smarter voice-activity detection + 500ms flush for sub-500ms first partial.
Text-to-SpeechLeader
Brainiall Voice â Edge tier (12 English voices, 24 kHz) + Pro tier (zero-shot cloning, 99 languages, 48 kHz studio quality, emotional control)
| Provider | Quality | Elo (public TTS-quality leaderboard, blind A/B)higher = better | Price/M-chars | vs market avg | Position |
|---|---|---|---|---|---|
| AWS Polly Neural | 8.5/10 | not published | $16.00 | 30% | â |
| GCP Neural2 | 8.5/10 | not published | $16.00 | 30% | â |
| Azure Neural HD | 9.0/10 | not published | $22.00 | 42% | â |
| ElevenLabs Multilingual v2 | 9.5/10 | 1528 Eloâ | $180.00 | 341% | â |
| Deepgram Aura-2 | 8.5/10 | not published | $30.00 | 57% | â |
| Brainiall EDGE | 8.5/10 | 1500 Elo | $15.00(72% cheaper) | 28% | Parity |
| Brainiall PRO | 9.4/10 | not published | $54.00(2% more expensive) | 102% | Superior |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitĂ€tsnot. Edge tier matches Polly Neural and Deepgram Aura-2 quality on English at 90% lower price. Pro tier closes the multi-language and voice-cloning gap with ElevenLabs Multilingual v2 â parity quality at 70% lower price (cloning included free, no per-clone training fee).
Hinweis . Pro tier (LIVE) closes the multi-language gap (99 languages) and voice-cloning gap with zero-shot cloning from a 5-second reference clip. See /products/voice-pro for the dedicated landing.
S10 TranslationCompetitive
100-language neural machine translation (Brainiall Translate engine) â closes the only commodity gap where 100% of hyperscalers compete
| Provider | Quality | Price/M-chars | vs market avg | Position |
|---|---|---|---|---|
| AWS Translate | 8.5/10 | $15.00 | 86% | â |
| GCP Cloud Translation NMT | 8.5/10 | $20.00 | 114% | â |
| Azure Translator | 8.5/10 | $10.00 | 57% | â |
| DeepL API | 9.5/10 | $25.00 | 143% | â |
| Brainiall STANDARD | 8.0/10 | $5.00(71% cheaper) | 29% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries.
QualitÀtsnot. Backed by Brainiall Translate engine (Apache-equivalent 100 languages). Quality is solid for European pairs; weaker for very low-resource pairs (Quechua, Ainu, etc.). DeepL leads on European-language nuance but at 5à the price; AWS/GCP/Azure are roughly comparable on quality.
Hinweis . This was the only commodity gap where every hyperscaler had a product and we did not â closed in May 2026. Backed by self-hosted Brainiall Translate engine on our production infrastructure (no LLM hidden under the hood); pricing 33-50% under AWS/Azure with comparable quality.
S11 Text IntelligenceCompetitive
Summarization (extractive & abstractive) + grounded Q&A â billed per 1,000 characters, no resource to provision
| Provider | Quality | Price/1K chars | vs market avg | Position |
|---|---|---|---|---|
| Azure AI Language â Summarization | 8.0/10 | $0.0010 | 81% | â |
| AWS Comprehend (no first-party summarization) | 7.0/10 | $0.0012 | 97% | â |
| Google Cloud Natural Language (no summarization) | 7.0/10 | $0.0015 | 122% | â |
| Brainiall STANDARD | 8.5/10 | $0.0010(19% cheaper) | 81% | Superior |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries.
QualitĂ€tsnot. Azure is the only hyperscaler with first-party summarization; AWS Comprehend and Google Cloud Natural Language do entity/sentiment/syntax analysis but not summarization. Brainiall ships extractive AND abstractive summarization plus grounded Q&A (answers come only from the supplied text, with the supporting sentence(s) located in your document) â billed per 1,000 characters, no Azure/AWS/GCP resource to provision.
Hinweis . Powered by the Brainiall Text Intelligence engine. Extractive mode never paraphrases; Q&A returns 'found: false' rather than guessing when the text doesn't contain the answer.
S12 Knowledge APICompetitive
Managed RAG: ingest documents into a namespace, then query â retrieval plus a grounded, cited answer in one call, no vector DB to run
| Provider | Quality | Retrieval avg (standard embedding-retrieval benchmark, nDCG@10)higher = better | Price/query | vs market avg | Position |
|---|---|---|---|---|---|
| Vectara (managed RAG) | 8.0/10 | not published | $0.010 | 83% | â |
| Pinecone (vector DB you operate) | 8.5/10 | not published | $0.0080 | 67% | â |
| Azure AI Search (+ your own generation) | 8.0/10 | not published | $0.010 | 83% | â |
| Glean (enterprise work-search) | 9.0/10 | not published | $0.020 | 167% | â |
| Brainiall STANDARD | 8.5/10 | 51.7â | $0.0050(58% cheaper) | 42% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitĂ€tsnot. Pinecone is a vector database you operate (you bring embeddings, write retrieval, call an LLM yourself); Vectara and Glean are managed but enterprise-priced and search-platform-shaped; Azure AI Search gives you retrieval and you compose generation separately. Brainiall ships ingest and query as two REST calls â retrieval AND a grounded, cited answer in one query call â billed per call, with a self-serve key and no infrastructure to run.
Hinweis . Built on the Brainiall Memory engine (vector store) with optional Brainiall Reranker engine reranking and Brainiall Knowledge engine answer synthesis. Namespaces isolate knowledge bases; answers flag the passages they cited; if the passages don't contain the answer it returns found:false rather than guessing.
S13 Document IntelligenceCompetitive
Document image -> structured fields (6 doc types), document Q&A, or table extraction â one endpoint family, one per-page price
| Provider | Quality | Price/page | vs market avg | Position |
|---|---|---|---|---|
| AWS Textract (AnalyzeDocument / AnalyzeExpense / AnalyzeID) | 8.5/10 | $0.050 | 120% | â |
| Azure AI Document Intelligence (prebuilt models) | 8.5/10 | $0.010 | 24% | â |
| Google Document AI (specialized processors) | 8.5/10 | $0.065 | 156% | â |
| Brainiall STANDARD | 8.0/10 | $0.010(76% cheaper) | 24% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries.
QualitĂ€tsnot. The hyperscaler IDP services are powerful but priced per feature and per document type â OCR is one rate, forms another, tables another, expense/ID parsers another again, and you stitch the calls together yourself. Brainiall folds recognition, doc-type-aware field extraction (receipt / invoice / id / contract / form / generic), document Q&A and table extraction into one endpoint family at a single $0.01/page price ($0.012/page for table extraction), self-serve from the first call.
Hinweis . Powered by the Brainiall Document Intelligence engine (recognition by the Brainiall OCR engine, tables by the Brainiall Table Extractor engine). doc_type selects the field schema; a page with no readable text returns 422 rather than a guess. Multi-page documents are processed one page image at a time.
S14 Fraud ScoreCompetitive
Event signals -> fraud probability + explainable risk factors + a recommended allow/review/deny decision, billed per scored event, with a /feedback loop
| Provider | Quality | Price/event | vs market avg | Position |
|---|---|---|---|---|
| AWS Fraud Detector (you train + host the model) | 8.0/10 | $0.020 | 50% | â |
| Stripe Radar for Fraud Teams (Stripe payments only) | 8.0/10 | $0.050 | 125% | â |
| Sift / Kount / Signifyd (enterprise, % of GMV) | 8.5/10 | $0.050 | 125% | â |
| Brainiall STANDARD | 7.5/10 | $0.0075(81% cheaper) | 19% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries.
QualitĂ€tsnot. AWS Fraud Detector makes you train and host a model yourself; Stripe Radar only scores Stripe-processed payments; Sift/Kount/Signifyd/Riskified are enterprise platforms priced as a percentage of GMV behind a sales motion. Brainiall ships a flat per-event REST call ($0.0075/event) â send signals, get a 0-1 fraud probability + risk level + the exact risk factors + a recommended allow/review/deny decision â with a /feedback endpoint to re-calibrate to your own labels. Self-serve from the first call; /feedback is unmetered.
Hinweis . Powered by the Brainiall Fraud engine â a calibrated additive risk model whose score is fully explained by the returned risk_factors (every signal's contribution is itemised; positive = increases risk, negative = a mitigant). Decision bands are tunable per request. Every input field is optional.
S15 Content AuthenticityCompetitive
Image / video / audio -> AI-generated likelihood + explainable forensic & provenance signals, plus a /provenance endpoint that extracts embedded C2PA Content Credentials, billed per analyzed asset
| Provider | Quality | Price/asset | vs market avg | Position |
|---|---|---|---|---|
| Reality Defender (enterprise deepfake platform, annual contract) | 8.5/10 | $0.050 | 130% | â |
| Hive AI (AI-generated content classifier, volume tiers) | 8.0/10 | $0.015 | 39% | â |
| Sensity AI (deepfake detection platform, annual contract) | 8.0/10 | $0.050 | 130% | â |
| Brainiall STANDARD | 7.0/10 | $0.010(74% cheaper) | 26% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries.
QualitĂ€tsnot. Reality Defender and Sensity are enterprise deepfake platforms sold on annual contracts; Hive bundles AI-generated detection into a volume-priced moderation API; the hyperscalers ship no dedicated authenticity or C2PA provenance API. Brainiall is a flat per-asset REST call ($0.01/asset) across image, video, audio and provenance, self-serve from the first call. It is honest about scope: deterministic C2PA / metadata provenance is authoritative, while pixel-only forensics are explainable indicators â the engine never asserts a definitive AI-generated verdict without provenance.
Hinweis . Powered by the Brainiall Authenticity engine â a pure-algorithm forensic + provenance model whose score is fully explained by the returned signals (each tagged provenance or forensic; positive = synthetic, negative = authentic). No GPU, no opaque classifier.
S16 DubbingCompetitive
Video in -> fully dubbed video out in the target language, original timing preserved, with a per-segment transcript and translation; an async job billed per minute of processed video
| Provider | Quality | Price/minute | vs market avg | Position |
|---|---|---|---|---|
| ElevenLabs Dubbing (credit-metered studio product + API) | 8.5/10 | $1.00 | 109% | â |
| Rask AI (subscription video-localisation suite) | 8.0/10 | $0.750 | 82% | â |
| HeyGen (AI-avatar video platform, dubbing is one feature) | 8.0/10 | $1.00 | 109% | â |
| Brainiall STANDARD | 7.0/10 | $0.300(67% cheaper) | 33% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries.
QualitĂ€tsnot. ElevenLabs Dubbing is a credit-metered studio product; Rask is a subscription localisation suite; HeyGen is an avatar-video platform where dubbing is one feature; the hyperscalers ship transcription, translation and speech synthesis as separate APIs but no end-to-end dubbing call. Brainiall is one async REST job at a flat per-minute price ($0.30/min), self-serve from the first call. It is honest about scope: it preserves the original timing and returns a per-segment transcript, but it is a straight re-voicing â not lip-synced avatar video.
Hinweis . Powered by the Brainiall Dubbing engine â a pure-orchestration pipeline that transcribes, translates, synthesizes, time-fits and remuxes. No new model; the /preview endpoint and job-status polling are free, so you only pay per dub created.
S17 Web APICompetitive
Scrape a URL into clean Markdown, crawl a site, map its URLs or run a web search, one REST call each, billed per operation and ethical by construction
| Provider | Quality | Price/operation | vs market avg | Position |
|---|---|---|---|---|
| Firecrawl (credit-metered scrape + crawl API) | 8.5/10 | $0.0030 | 75% | â |
| ScrapingBee (per-call HTML-fetch API) | 8.0/10 | $0.0040 | 100% | â |
| Apify (compute-unit automation platform) | 8.0/10 | $0.0050 | 125% | â |
| Brainiall STANDARD | 7.0/10 | $0.0020(50% cheaper) | 50% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries.
QualitÀtsnot. Firecrawl is the category leader, with browser rendering for JavaScript-heavy pages; ScrapingBee and Apify are mature per-call and compute-unit platforms. Brainiall Web is HTTP-first: it excels at server-rendered documentation, news, blog and reference pages and returns clean Markdown ready for an LLM, but a page that renders its body entirely in the browser returns the static HTML the server sent. It is honest about that scope.
Hinweis . Powered by the Brainiall Web engine, a pure-orchestration pipeline that fetches, isolates the main content and converts to Markdown. No new model. Ethical by construction: robots.txt and crawl-delay are honored, private and loopback addresses are refused, and bot-detection challenges are reported as blocked, never bypassed.
S18 Speech-to-SpeechCompetitive
Spoken clip in, translated spoken audio out, with the source transcript and the translation; an async REST job billed per translation job
| Provider | Quality | Price/job | vs market avg | Position |
|---|---|---|---|---|
| Azure AI Speech (real-time speech-translation SDK) | 8.5/10 | $0.050 | 100% | â |
| Google Cloud (Translation API + Text-to-Speech, chained) | 8.0/10 | $0.050 | 100% | â |
| AWS (Transcribe + Translate + Polly, three separate APIs) | 8.0/10 | $0.050 | 100% | â |
| Brainiall STANDARD | 7.0/10 | $0.040(20% cheaper) | 80% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries.
QualitĂ€tsnot. Azure AI Speech ships speech translation as a real-time streaming SDK inside a broad speech service; Google and AWS ship no single speech-to-speech call, so you chain translation and synthesis, or transcription plus translation plus synthesis, yourself. Brainiall is one async REST job at a flat per-job price, self-serve from the first call. It is honest about scope: it returns a clean re-voicing in a natural synthesized voice â not a clone of the original speaker â and it runs as an asynchronous job, not a real-time stream.
Hinweis . Powered by the Brainiall Speech-to-Speech engine, a pure-orchestration pipeline that transcribes, translates and synthesizes. No new model; job-status polling is free, so you only pay per translation created.
S19 LLM ObservabilityCompetitive
Trace every LLM call, aggregate latency / token / cost / error stats, score responses with heuristic evals; a REST ingest API billed per operation
| Provider | Quality | Price/operation | vs market avg | Position |
|---|---|---|---|---|
| Langfuse (open-source platform + hosted cloud) | 8.5/10 | $0.00030 | 82% | â |
| Helicone (proxy in front of your LLM traffic) | 8.0/10 | $0.00030 | 82% | â |
| LangSmith (tracing tied to one orchestration framework) | 8.5/10 | $0.00050 | 136% | â |
| Brainiall STANDARD | 7.0/10 | $0.00020(45% cheaper) | 55% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries.
QualitĂ€tsnot. Langfuse, Helicone and LangSmith are mature, full-featured observability platforms with rich dashboards, SDKs and integrations. Brainiall LLM Observability is a focused REST ingest API â trace, aggregate stats and heuristic evals â not a dashboard product, and it is honest about that scope. Its advantage is shape, not feature count: it is framework-agnostic, never proxies your traffic, and shares one API key with the rest of the catalog.
Hinweis . Powered by the Brainiall LLM Observability engine, a pure-code trace store and rule-based eval suite. No new model; reading aggregate stats is never metered, so a dashboard can poll for free â you only pay to ingest, query or evaluate.
Bundle A Speech Suite ProCompetitive
Captions (SRT/VTT) + audio-to-audio Speech Translation + transcript PII redaction + TTS speech marks + Document Translation â bundled with existing Brainiall Speech AI usage, no add-on charge
| Provider | Quality | WER % (captioning, standard English clean-speech benchmark proxy)lower = better | Price/minute / call | vs market avg | Position |
|---|---|---|---|---|---|
| AWS (Polly Speech Marks + Transcribe PII) | 8.5/10 | not published | $0.024 | 109% | â |
| Azure (Speech Captioning + Speech Translation) | 8.5/10 | not published | $0.020 | 91% | â |
| Brainiall BUNDLED | 8.0/10 | 2.70%â | $0.012(45% cheaper) | 55% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitĂ€tsnot. Five Polly/Transcribe/Translator-equivalent capabilities bundled with Brainiall Speech AI usage â clients pay only the underlying Speech AI minute. SRT/VTT captions, audio-in/audio-out Speech Translation, transcript PII redaction (13+ types), Polly-compatible Speech Marks, and Document Translation that preserves paragraph structure.
Hinweis . All five share existing Speech AI / Document Intelligence quotas. No bundle subscription.
Bundle B NLP ProCompetitive
Key Phrases + Aspect Sentiment + Custom Classifier (zero-shot) + Entity Linking (public knowledge base) + Conversational PII â five Azure AI Language / AWS Comprehend gaps closed in one call
| Provider | Quality | NER F1 (standard NER benchmark, entity-linking backbone)higher = better | Price/record | vs market avg | Position |
|---|---|---|---|---|---|
| AWS Comprehend (key phrases / targeted sentiment / custom classification with training) | 8.0/10 | not published | $0.0030 | 120% | â |
| Azure AI Language (custom classification requires training jobs) | 8.5/10 | not published | $0.0020 | 80% | â |
| Brainiall STANDARD | 8.0/10 | 91.3 F1â | $0.0010(60% cheaper) | 40% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitĂ€tsnot. Custom Classification is zero-shot â no training data, no upload, define labels at call time. Entity Linking adds a canonical public-knowledge-base Q-id to every NER hit. Conversational PII tracks the same entity across turns with a stable entity_id. Pure-Python key-phrase extraction keeps cost predictable.
Hinweis . All five bundled with the NLP Suite. Brainiall Key Phrases / Aspect Sentiment / Custom Classifier / Entity Linker / Conversational PII engines.
Bundle C Document AI ExpansionCompetitive
+5 prebuilt doc types (business card, W-2, health card, mortgage, pay stub) + Markdown Layout + Skillsets enrichment + Custom Translation Glossary â catches up to AWS Textract Specialty and Azure Doc Intelligence
| Provider | Quality | F1 (standard document-extraction benchmark, engine-family proxy)higher = better | Price/page | vs market avg | Position |
|---|---|---|---|---|---|
| AWS Textract Specialty (Lending / Invoice / Receipt / ID) | 8.5/10 | not published | $0.050 | 167% | â |
| Azure AI Document Intelligence (~15 prebuilts + Layout + Custom) | 9.0/10 | not published | $0.010 | 33% | â |
| Brainiall STANDARD | 8.0/10 | 0.840 F1â | $0.015(50% cheaper) | 50% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitÀtsnot. 11 prebuilt doc-type schemas now (6 baseline + 5 added). Markdown Layout returns LLM-friendly structure. Skillsets pipeline runs OCR + entities + language + key phrases + sentiment in one call. Per-call Translation Glossary pins brand names and jargon. IDP is the fastest-growing AI category (~33% CAGR).
Hinweis . Powered by Brainiall Doc Intelligence (extended) + Brainiall Doc Layout engine + Brainiall Skillsets engine + Brainiall Custom Glossary.
Bundle D Content Safety ProCompetitive
Prompt Shields (jailbreak / injection detection) + Groundedness (hallucination check) + Protected Material (copyrighted text) + Multimodal Content Understanding â Azure AI Content Safety's four flagship features
| Provider | Quality | jailbreak-detection accuracy (3rd-party audit)higher = better | Price/request | vs market avg | Position |
|---|---|---|---|---|---|
| Azure AI Content Safety (Prompt Shields / Groundedness / Protected Material / Content Understanding) | 8.5/10 | 89.0%â | $0.0010 | 80% | â |
| AWS Bedrock Guardrails (prompt filtering only â no public Groundedness or Protected Material) | 7.0/10 | not published | $0.0015 | 120% | â |
| Brainiall STANDARD | 8.0/10 | not published | $0.00050(60% cheaper) | 40% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitÀtsnot. Prompt Shields uses LLM-judge classification across known attack patterns (DAN, prompt injection, data exfiltration, impersonation). Groundedness checks claims vs source text with supporting span. Protected Material starts with a curated regex DB and grows. Multimodal Content Understanding routes by modality and extracts user-defined schemas.
Hinweis . All four share existing text-intelligence + document-intelligence quotas. Brainiall Prompt Shield / Groundedness / Protected Material / Content Understanding engines.
Bundle E Document AI VerticalsCompetitive
18 pre-built industry document schemas in 3 packs â Insurance (ACORD, claims, policy declarations, loss runs), Healthcare (CMS-1500, EOB, superbills, prior auth, lab reports), Finance & Tax (W-2, 1040, Schedule C, K-1, bank statements, balance sheets) â vs hand-written Textract Queries and per-type Azure custom models
| Provider | Quality | F1 (standard document-extraction benchmark, engine-family proxy)higher = better | Price/page | vs market avg | Position |
|---|---|---|---|---|---|
| AWS Textract Queries (no vertical schemas â one query per field, hand-written) | 8.0/10 | not published | $0.050 | 115% | â |
| Azure AI Document Intelligence (custom model trained per doc type) | 9.0/10 | not published | $0.050 | 115% | â |
| Google Document AI (specialized processors, enterprise contract) | 8.5/10 | not published | $0.030 | 69% | â |
| Brainiall STANDARD | 8.0/10 | 0.840 F1â | $0.025(42% cheaper) | 58% | Parity |
Pricing rule: 90% off when inferior · 80% off at parity · 50% off when superior. Position determined by objective benchmark, refreshed quarterly. Market average excludes retired / free / no-offer entries. KPI values come from public leaderboards and vendor benchmarks; ânot publishedâ means the vendor has not disclosed a number on this dataset.
QualitĂ€tsnot. 18 curated vertical schemas â every field pre-named and typed for the document. No template drawing, no per-type model training round-trip. One extract call returns typed JSON. IDP is the fastest-growing AI category (~33% CAGR), and BFSI + healthcare are its biggest verticals.
Hinweis . All 18 doc types share existing Document Intelligence quotas. Powered by Brainiall Document Intelligence engine.
Strategische Takeaways
- Hyperscalers werden von individuellen AI-Diensten ausgeliefert. Azure pensioniert Background Removal, Anomaly Detector, Personalizer, Metrics Advisor, und die v1-3.1 Computer Vision API in 2024-2026. AWS geschlossen Prognose fĂŒr neue Kunden und vernichtet Lex V1. Sie konsolidieren in LLM-Plattformen (Bedrock / Vertex / Foundry).
- Wir konkurrieren nicht mit LLMs. Die Smart-Gateway, die unsere internen Werkzeuge verstÀrkt, ist kein Kundenscheinprodukt. Unser kommerzielles Katalog ist Wahrnehmung, Rede, Dokument und IdentitÀt APIs.
- Aussprache Bewertung ist unser bester Verteidigungsprodukt. Telefon PCC 0.590 (Light) und 0.682 (Premium) beide ĂŒberschreiten die menschliche inter-annotator Vereinbarung (0.555). AWS und GCP haben keinen gleichwertigen ĂŒberhaupt; Azure-Angebot ist unbenchmarked. Unsere Roadmap drĂŒckt Telefon PCC auf ~0.70+ ĂŒber SSL-Funktion Fusion (V8) und Verlust.
- Mistral OCR 3 (Dec 2026, $0.002/page SOTA) ist eine Kategorie Veranstaltung. S4 und S8 werden repriziert und mit Funktionen des Workflow (Audit Trail, Schema Validation, Manual-Review Hooks) verbunden, die die Roh-OCR API nicht enthÀlt.
- Ăbersetzung ist jetzt geschlossen (S10. 100 Sprachen Neural Ăbersetzung unterstĂŒtzt durch den Brainiall Ăbersetzungsmotor; 33-50% unter AWS/Azure mit vergleichbarer QualitĂ€t.
- Streaming STT und Premium TTS sind LIVE. WebSocket Streaming STT (Phase 1, /v1/stt/stream) Schiffe teilweise transcripts alle 1.5s; Phase 2 (intelligentere SprachaktivitÀtserkennung + sub-500ms erste teilweise) ist das nÀchste Roadmap Element. Voice Pro Tier (Zero-Shot Cloning, 99 Sprachen, 48 kHz, emotionale Kontrolle) startete bei 70% unter ElevenLabs.
- Vier neue Pakete schlieĂen Azure / AWS-FunktionsfĂ€lle (Mai 2026). Speech Suite Pro (Kaptionen, SprachĂŒbersetzung, PII Redaktion, Sprachmarken), NLP Pro (SchlĂŒsselfrasen, Aspekt-Sentiment, angepaster Klassifizierung, EntitĂ€tverbindung, Konversations-PII), Document AI Expansion (+5 Doc-Typen, Layout, Skillsets, Glossary) und Content Safety Pro (prompt Shields, GrundzĂŒge, geschĂŒtzte Materialien, Multimodale VerstĂ€ndnis) â alle mit bestehender SKU-Benutzung verbunden, keine Add-on-Abonnement.
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Jede Benchmark auf dieser Seite ist reproduzierbar. Die PCC-Nummern der Aussprache stammen aus unserem öffentlichen Testset (unsere öffentliche Testset). Die unabhÀngigen TTS-Benchmark sind unabhÀngig. Unsere öffentliche Methodik Seite.
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