Fireworks AI vs Hive

Fireworks AI — Infrastructure · Private · Late-stage · 3 of 3 figures sourced  |  Hive — Infrastructure · Private · Late-stage · 1 of 1 figure sourced

Relationship

Fireworks Speech Recognition and Hive Speech-to-Text API both list speech to text; both also serve buyers who need to turn speech into text; smaller scale (private).

Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.

3 shared capabilitiesShared product typeSmaller scale

3 shared capabilities — Across all their products, both list model inference, model training and speech to text.

Ludbee capability tags · every product each company sells

Shared product type — Both ship API service.

Ludbee product records

Smaller scale — Hive: Late-stage, against Fireworks AI: Late-stage.

Ludbee stage bands · public, late-stage or early-stage

Aligned comparison

FieldFireworks AIHive
StageLate-stageLate-stage match
Founded2022—
StatusPrivatePrivate match
CategoryInfrastructureInfrastructure match
Stack layerAPI service, Infrastructure service, Model APIAPI service, Application, Data service, Platform
HeadquartersSan Mateo, USASan Francisco, USA

Capability overlap

Shared · 3

Model inferenceModel trainingSpeech to text

Not verified for Hive · 2

Agent orchestrationModel hosting

Recorded for Fireworks AI. Hive’s product records say nothing either way — a missing record is not a missing capability.

Not verified for Fireworks AI · 6

Data labellingDocument extractionImage generationSynthetic media detectionTranslationVideo generation

Recorded for Hive. Fireworks AI’s product records say nothing either way — a missing record is not a missing capability.

Products, side by side

Algorithmic pairing — assembled from recorded fields, not hand-checked

Fireworks AI

API service

Fireworks InferenceAPI service

Serving for frontier open models and for a customer's own post-trained versions of them, on an inference engine tuned at each layer.

Fireworks Speech RecognitionAPI service

Real-time and batch speech-to-text on Fireworks, aimed at voice workflows that need low-latency transcription at scale.

Fireworks TrainingAPI service

Training and retraining of custom models on Fireworks, offered across several training surfaces and served on the same platform.

Hive

API service

AI-Generated & Deepfake Content DetectionAPI service

APIs that classify images, video, audio and text as authentic or AI-generated, flag deepfakes and predict which generative model likely produced the content, billed per use.

Hive Image Generation APIsAPI service

Hosted text-to-image API serving SDXL, Flux Schnell and Hive-enhanced variants of them, running every generated image through Hive's visual moderation model before it is returned.

Hive OCR APIAPI service

Optical character recognition API that transcribes overlay, scene and document text in 15+ languages plus emojis from images and video, returning words and reading-order text blocks.

Hive Speech-to-Text APIAPI service

Real-time multilingual transcription API that returns each spoken word with a timestamp and confidence score, a fully punctuated transcript and automatic language detection.

Hive Translation APIAPI service

Text translation API on Hive's own multilingual model, translating directly between any two supported languages and tuned for short user-generated text such as posts, comments and reviews.

Hive Video Generation APIAPI service

Text-to-video API that produces generated clips across genres, subjects and styles from a written prompt.

No counterpart

Fireworks AI sells these in a stack layer with no product recorded for Hive yet — nothing on the other side to compare them against.

Infrastructure service

FireOptimizerInfrastructure service

FireOptimizer optimizes model inference and supports fine-tuning with users' data.

Model API

Fireworks AIModel API

Hosted API for serving and fine-tuning open-weight models, billed per token.

Fireworks NexusModel API

Routing layer for coding harnesses such as Claude Code, Codex and OpenCode that scores each request and sends it to an open model or your closed provider to cut cost.

Hive sells these in a stack layer with no product recorded for Fireworks AI yet — nothing on the other side to compare them against.

Application

Hive AI DetectorApplication

A free Chrome extension that scans an image, video, text or audio file on any web page for the likelihood it is AI-generated and, for images and video, names the generator it predicts was used.

Hive DetectApplication

Free web tool where a person uploads a file or submits a media URL and Hive's detection models report whether an image, video or audio clip is AI-generated or a deepfake, with a detailed analysis.

Platform

Hive AutoMLPlatform

No-code platform for uploading and labelling datasets, fine-tuning Hive's proprietary or open-source text, image and language models on them, evaluating the results and deploying the custom model for inference.

Data service

Hive Enterprise Data AnnotationData service

Fully managed data collection and annotation service for enterprises, with every task corroborated by several contributors from Hive's labelling workforce and QA'd before delivery.