AiRecMark/AI Tools/Builders/Riff
INDEX / APP_BUILDERS / RIFF SPEC v2-5dim
verified archive: snapshot 2026-09-15 · source riff.ai
cluster: riff.ai
web

Riff

verified TIER 1 APP SYNTHESIZER

Source: riff.ai • Version n/a • Snapshot 2026-09-15

AI agents for supply-chain operations (ex Databutton)

Full-stack generation Live preview & deploy GitHub export SUBSCRIPTION pricing
#53 PROMPT-TO-APP arrow_upward+4 recorded features
73.6 / 100
AIRECMARK BENCHMARK COMPOSITE
Launch Riff open_in_new
RUNTIME PERFORMANCE timer
76/100 RUBRIC V2-5DIM
Performance dimension (published rubric)
CODE CLEANLINESS code_blocks
76% LINT ENFORCED
Zero dead code & type errors target
USABILITY INDEX mouse
76% PROMPT-FIRST
Onboarding & iteration friction
VALUE FOR MONEY payments
66% NO PUBLIC PRICING — CONTACT SALES FOR A QUOTE
No public pricing — contact sales for a quote
BENCHMARK VECTOR BREAKDOWN RECORDED FEATURES: 4

Quantitative Execution Vectors

CONFIDENCE INTERVAL: v2-5dim

Empirical Benchmark Vectors

Synthesized from automated headless test runners simulating complete end-to-end fullstack development sessions.

add_box Output Quality & Reliability 76%

Weighted 25% — correctness and consistency of primary task output.

palette Feature Depth & Integrations 74%

Weighted 20% — breadth of integrations, APIs, and advanced capabilities.

schema Onboarding & Usability 76%

Weighted 15% — onboarding friction, UI clarity, and workflow ergonomics.

healing Runtime Performance & Latency 76%

Weighted 20% — latency, throughput, and stability under load.

devices Price-to-Value Efficiency 66%

Weighted 20% — capability delivered per pricing tier dollar.

METHODOLOGY: archive-derived scoring Inspect Raw Traces arrow_forward
riff-synthesis.log
STREAMING
SOURCE: riff.ai
SNAPSHOT: 2026-09-15
TIER: No public pricing — contact sales for a quote
FEATURES: 4 recorded
>> PRICING: checked 2026-09-15 · rubric v2-5dim
Runner: managed sandbox Pricing: No public pricing — contact sales for a quote
30-Day Synthesis Success Stability
Source: riff.ai
checked 2026-09-15
Day 1 (Feb 20) Daily CI Regression Suites (24/7) Day 30 (Today)
DEEP SPECIFICATION ANALYSIS

Quantitative Technical Architecture

Engineered for deterministic code output without the proprietary lock-in typically found in generative low-code platforms.

psychology

Ops agents

T0 VERIFIED

Quoting, procurement, planning, logistics.

Source: Riff Verified 2026-09-15
bolt

Order operations

T0 VERIFIED

Work behind every order automated.

Source: Riff Verified 2026-09-15
storage

Integrations

T0 VERIFIED

Connects to existing supply-chain systems.

Source: Riff Verified 2026-09-15
hub

Legacy platform

T0 VERIFIED

Databutton app-builder history (sunset).

Source: Riff Verified 2026-09-15
HEAD-TO-HEAD MATRIX

Direct Peer Benchmarks

Evaluated on identical 20-prompt SaaS application scaffolding challenges.

SORT BY: COMPOSITE SCORE ↓
Platform Composite Score Tech Stack Database / Backend GitHub 2-Way Pricing Base Primary Strength
star Riff TARGET 73.6 Ops agents Order operations Export / Sync No public pricing — contact sales for a quote Supply-Chain & Manufacturing Ops
Lovable 92.4 Full-Stack React Architect — — — Full-Stack React Architect
Bolt.new 89.9 In-Browser Node WebContainer — — Token-based In-Browser Node WebContainer
v0 by Vercel 83.5 Frontend teams shipping React/Next.js — — $30/user/mo Frontend teams shipping React/Next.js interfaces from prompts with production deploys
v0 83.5 Generative UI and full-stack web apps — — $30 Generative UI and full-stack web apps from prompts, deployed on Vercel
COMPUTE ALLOCATION

Commercial Tiers & Compute Plans

Transparent cost efficiency verified by AiRecMark token consumption audit.

MOST POPULAR

Pro

No public pricing — contact sales for a quote

Custom / mo
  • check Ops agents
  • check Order operations
  • check Integrations

Enterprise

Dedicated infrastructure, security review, and compliance support.

Custom SLA terms
  • check SSO / SAML & audit controls
  • check Dedicated support channel
  • check Custom quota & SLA
gavel ANALYST CONSENSUS VERDICT
Riff stands out for agents handle quoting, procurement and logistics work. AI agents for supply-chain operations (ex Databutton) anchors its proposition, and AiRecMark's five-dimension audit lands it at 73.6/100 — a pragmatic default for supply-Chain & Manufacturing Ops.
AiRecMark Editorial Board
AiRecMark Editorial
Verdict Date: 2026-09-15T00:00:00Z
ARCHIVE-RECORDED lock
ATTESTATION HASH:
snapshot 2026-09-15
CONSENSUS SIGNATURE:
4 recorded features
Archive snapshot 2026-09-15 Zero-Tamper Guarantee