Business AI Market Observatory

Market map

122 products embedded from 488 product-year pricing-page texts (TF-IDF → SVD → t-SNE). 10 clusters chosen by silhouette (0.08).

122 products
  • Cluster 0: papers, consensus, literature, researchers
  • Cluster 1: dimensions, weaviate, vector, gcp
  • Cluster 2: agent, agents, service, insights
  • Cluster 3: agents, agent, mcp, code
  • Cluster 4: perplexity, legal, law, firm
  • Cluster 5: ideogram, stability developer, jetbrains ides, stability
  • Cluster 6: ach, grammarly, counter, checker
  • Cluster 7: video, image, videos, banana
  • Cluster 8: tokens, model, inference, models
  • Cluster 9: chatgpt, browser, gpt-, canva
TF-IDF over pricing-page text. Clusters and the 2-D layout describe wording similarity, not economic substitutability; t-SNE distances are not metric. Trails connect the same product's yearly documents inside one shared projection; a long trail means the page's wording changed a lot, which may reflect a redesign rather than a strategic move.

Text similarity across the panel, by year

Mean pairwise cosine similarity of product documents within each year (SVD space). A rising line is consistent with pricing pages describing products in increasingly similar language; it is not proof of economic convergence.

Clusters

Top TF-IDF terms of each cluster centroid (latest document per product).

Cluster 0 · 7 products
papers · consensus · literature · researchers · candidate · sources · literature review · phd
ConsensusElicitOtter.aiSciSpacesciteSuperhumanWorkable
Cluster 1 · 2 products
dimensions · weaviate · vector · gcp · database · region · weaviate cloud · gcp aws
PineconeWeaviate Cloud
Cluster 2 · 16 products
agent · agents · service · insights · workflows · integrations · channels · voice
11xAdaSalesforce AgentforceAkkioBeam AIClayDecagonFreshworks Freddy AIGleanIntercom FinJasperLindyRegie.aiSierraVic.aiZendesk AI
Cluster 3 · 19 products
agents · agent · mcp · code · agentic · context · cloud · yes yes
Amazon Q Developer (formerly CodeWhisperer)Augment CodeBolt.newClaudeSourcegraph Cody / AmpCrewAICursorDevinGitHub CopilotJulius AILovableRelevance AIReplit (Ghostwriter / Replit Agent)Tableau (Pulse / Agent)TabnineThoughtSpotWindsurf (formerly Codeium)WriterYou.com
Cluster 4 · 12 products
perplexity · legal · law · firm · firms · documents · contracts · contract
AlphaSenseCoCounsel (Casetext)FintoolHebbiaIroncladLatticeMicrosoft 365 CopilotPerplexityRobin AIRogoSpellbookSurfer
Cluster 5 · 28 products
ideogram · stability developer · jetbrains ides · stability · marketing software · hubspot · software hubspot · ides
AdeptAdobe FireflyApollo.ioDeepnoteFathomFigma (Figma AI / Make)Fireflies.aiGongGemini for Google Workspace (formerly Duet AI)HexHireVueHubSpot BreezeHugging Face Hub / InferenceIdeogramJetBrains AI AssistantLabelboxMidjourneyModalNotion AIParadox (Olivia)Read AIReplicateScale AIStability AI PlatformTextioTidio (Lyro AI)v0Zapier (Agents / Central)
Cluster 6 · 2 products
ach · grammarly · counter · checker · writing tone · grammarly grammarly · grammar · superhuman
GrammarlyHarvey
Cluster 7 · 13 products
video · image · videos · banana · nano banana · nano · generator · creative
DescriptElevenLabsGammaGemini app (formerly Bard)GensparkHeyGenKreaLeonardo.AiLuma Dream MachineOpusClipPikaRunwaySynthesia
Cluster 8 · 16 products
tokens · model · inference · models · input · output · api · input tokens
Amazon BedrockAssemblyAIBasetenCohere PlatformDeepgramDeepSeek APIFireworks AIGemini API (Google AI for Developers)Grok / xAI APIGroqCloudLangSmithMistral La Plateforme / Le ChatMosaicML PlatformTogether AIVapiWeights & Biases
Cluster 9 · 7 products
chatgpt · browser · gpt- · canva · intelligence · chatgpt chatgpt · research · rockset
Canva (Magic Studio)ChatGPTCopy.aiManusOpenAI APIPi (Inflection)Rockset

Largest year-to-year movement

Distance travelled in the shared 2-D layout between a product's first and last yearly document. Descriptive only.

ProductFromToDistanceNearest neighbours (latest)
Copy.ai202220260.401Clay (0.403), Regie.ai (0.396), Relevance AI (0.299)
Genspark202420260.350Luma Dream Machine (0.798), Krea (0.724), Runway (0.724)
Gemini API (Google AI for Developers)202320260.272Grok / xAI API (0.753), Mistral La Plateforme / Le Chat (0.708), MosaicML Platform (0.667)
You.com202320260.260Mistral La Plateforme / Le Chat (0.785), Grok / xAI API (0.764), Glean (0.736)
Rockset202220260.248OpenAI API (0.859), ChatGPT (0.843), Claude (0.699)
OpenAI API202220260.225ChatGPT (0.992), Rockset (0.859), Claude (0.765)
Sierra202220260.219Decagon (0.913), Zendesk AI (0.813), Glean (0.803)
Devin202220260.209Cursor (0.882), Windsurf (formerly Codeium) (0.839), Lovable (0.69)
Rogo202220260.183Hebbia (0.895), Ironclad (0.782), Glean (0.745)
Harvey202220260.158Grammarly (0.778), OpusClip (0.439), Genspark (0.303)
Bolt.new202420260.097Lovable (0.787), Julius AI (0.77), Claude (0.74)
Fintool202420260.091Microsoft 365 Copilot (0.957), Gemini app (formerly Bard) (0.707), Julius AI (0.665)
Glean202220260.091Vic.ai (0.857), Sierra (0.803), Ironclad (0.774)
Claude202420260.047Mistral La Plateforme / Le Chat (0.833), Grok / xAI API (0.772), OpenAI API (0.765)
Vapi202520260.037You.com (0.735), Grok / xAI API (0.733), AssemblyAI (0.695)
Decagon202320260.034Sierra (0.913), Ada (0.896), Zendesk AI (0.798)
Luma Dream Machine202420260.034Genspark (0.798), Krea (0.796), Jasper (0.756)
Jasper202220260.032Luma Dream Machine (0.756), Writer (0.749), Glean (0.734)
SciSpace202220260.031Elicit (0.602), Consensus (0.329), scite (0.299)
Krea202420260.030Leonardo.Ai (0.859), Runway (0.798), Luma Dream Machine (0.796)