Nishi Compare

Nishi vs Wolfram Language · SymPy · SageMath · Maxima — 23 axes covered (presence, not depth; Wolfram leads depth) incl. autoformalization rung 1 (informal words to kernel-checked Peano proofs) · run-and-compare bench 18/18 executed-correct across 4 organ families · 2 sovereign exceeds (bits-up · no-float determinism)

Nishi vs Microsoft 365 Copilot · Google Workspace Gemini · LibreOffice — coverage 406/1000 (honestly low) · 1 genuine exceed: tamper-evident never-lose versioning

Nishi vs Gmail · Superhuman · HEY · Lob · PostGrid · TouchNote — coverage 514/1000 · 2 sovereign exceeds (ed25519 anti-spoof · own raster→IPP print) · postcard + letter + No.10 envelope + A7 card ALL composed print-ready · radar: gift-reco / variable-data mail / send-time hot

Nishi vs Salesforce · HubSpot · Attio · Folk · Monica · Planning Center — coverage 1000/1000 = capability PRESENCE across all 34 axes (depth honestly varies) · full stack gated: entity graph + pipeline + church/giving + bulk mail-merge + import + role/tenant ACL + workflow triggers · sovereign exceed: additive never-lose history on your hardware

Nishi vs vLLM · SGLang · TensorRT-LLM · llama.cpp · LMDeploy · TGI · MLC-LLM · Ollama · ExLlamaV2 · CTranslate2 · DeepSpeed-MII · Aphrodite — SOTA-scale census: 12 engines · 42 axes (6 quantitative) · 7 categories · measured 2.40 tok/s CPU decode = honest ~8-25x behind same-hardware llama.cpp-class · Nishi Best on 5 sovereignty/determinism axes (incl. trained-WITHOUT-float) · absent on 16 (

Frontier Radar (researcher-fed 2025/26) — covered: integer DCT · intra · inter/B-frames · CAVLC entropy · deblock · bitstream (H.264/AVC-class) — opportunities: end-to-end neural codec · implicit neural representation · perceptual/generative · AV1/VVC tools · learned RDO

Nishi vs Mojeek · Brave · Google · Marginalia — coverage 812/1000 (capability presence, not index scale) · 3 sovereign exceeds (own-stack · neutral / no-ads / no-profiling · zero-JS deterministic) · gaps: neural rerank · web-scale index · JS-render

Nishi vs Firecrawl · Apify · Bright Data · Zyte — coverage 705/1000 · 2 sovereign exceeds (own-stack · on-your-hardware zero-cost deterministic) · gaps: JS-render · proxy rotation · anti-bot · LLM-extract · managed scale

Nishi vs Perplexity · DeepResearcher · Tongyi · deep-searcher — coverage 666/1000 · 2 sovereign exceeds (zero-OpenAI-dep zero-cost per query · deterministic + crash-resumable) · gaps: RL agent · LLM synthesis · refutation · neural rerank · multimodal · served API

Frontier Radar (researcher-fed 2025/26) — find real opportunities with your RECRUITERS: covered 13/16 where the frontier is hot (recruiter channel · warm-intro graph · match scoring · skill-gap-to-target · posting/resume parsing · FAIRNESS invariance-GATED matching, attribute-blind by construction) — remaining: labor-market signal · salary intel · interview prep

Nishi vs Netflix · YouTube · Zoom · Twitch — the FOUR PILLARS: MONITOR / SPOT / ADDRESS / PREVENT · coverage 944/1000 · 2 sovereign exceeds (integer bit-exact determinism makes recon-hash conformance possible · one auditable stack) · LIVE 798: recon-hash + drift verdict SOVEREIGN in the codec (one drift brain for browser + native NishiOS) · decoder bounds-hardened (fuzz 349k inputs, traps 558→0) · t8 auto-fallback · frame-atom

Nishi vs Microsoft Project · Leantime · Asana · OpenProject — 46 axes, coverage 717/1000 (honest: 28 present, 13 real gaps, 5 sovereign exceeds) · ★EVIDENCE page: every claim grounded in a real source line + a live-forked 31/31 gate (autonomous, liar-killed) · NEW: saved baselines + schedule variance · burndown from DONE records · remaining gaps: RCPSP · dependency-types · dashboards · native mobile · AI assist · re

Nishi vs Docker Desktop · Portainer · Podman · Kubernetes — coverage 950/1000 · 4 sovereign exceeds (idle 0 MB vs 2774 · runtime 2560 B vs 4.11 GB · cold start 976 ms zero VM tax · auditable bits-up) · LIVE: Sovereign Fleet UI at /health + Windows restart-runtime (Job-PE respawn proven) + content-addressed registry (SHA-256 = the address, integrity-verified pull, proven on real container PEs) · census HAVE 11 / PARTIAL 6 / MISSING 0 &midd

Frontier Radar (researcher-fed 2025/26) — share jobs and resources through YOUR graph, stored + scored + attributed: covered 11/13 where the frontier is hot (shared-item store · fit-scored-on-receipt · what-to-share recommendation · PRIVACY: deny-by-default consent, intros need BOTH sides · intro paths · any-channel · usage lifecycle · warm-channel attribution) — remaining: reciprocity ledger · expiry

Nishi vs Zapier · n8n · Temporal · Power Automate — coverage 764/1000 (34 honest axes) · 25 present + 2 sovereign exceeds · ★EXECUTION COMPLETE + VERSIONING + TEMPLATES + CONSOLE UI, 13 gates GREEN: durable event-sourced engine · connectors · HITL approvals (deny wins) · run board · nx_wflow CLI (fire/resume/decide/board/html/verify/templates/instantiate) · data-passing (event vars + set-var + stdout capture + {key} subst) &middo

Nishi vs Goodbill · Turquoise Health · Waystar · Tebra — coverage 785/1000 · 4 gate-grounded exceeds (local-first privacy · fail-safe letters · scam shield · civic accountability scorecard) · ★PORTAL LIVE /factory/healthhelp (zero-JS no-PHI; good-faith PARTNERSHIP patterns generated FROM the gated engines, tone gated: never says fight) · the toolkit: decode → audit → EOB-recon → dispute · appeals w/ deadlines &midd

Nishi vs WordPress · Wix · Webflow · Drupal — 27/28 present = 964/1000 (presence, not depth) · 3 gate-grounded exceeds (tamper-evident migrate · enforced funnel floor · never-brick deploy) · honest ABSENT: plugin marketplace

Nishi vs Vercel · Fly.io · Render · Kubernetes+Argo — coverage 720/1000 · going live = SIMPLE API CALLS (upload → build-on-target → health-gated promote → auto-rollback watchdog) · 3 sovereign exceeds (OPAQUE-PAKE control-plane auth · own TLS end-to-end, no 3rd-party terminator · the control plane deploys ITSELF never-brick) · NEW: domain PURCHASE-to-live over the registrar API, LIVE-PROVEN to the server pre-flight (spend wall &mi

Nishi CONNECT vs Tandem · HelloTalk · Meetup · Discord — coverage 857/1000 · ★LIVE APP: nishifamily.com/connect (real inline translation chat · two-deep youth wall rendering refusals · honest polls; zero-JS, GET+POST verified over the public edge) · 4 research-grounded exceeds (two-deep youth wall · zero paywalled connection features · sovereign self-host 0-vendor-metadata · MLS RFC9420 E2E-scale ceiling) · every exceed =

Nishi vs NVIDIA Triton · Ray Serve · Modal · KServe — coverage 1000/1000 = capability PRESENCE across all 17 axes (depth varies; frameworks lead many) · 3 sovereign exceeds (own-stack no serving-framework · capability-scoped MCP resource access · zero-cost auditable) · ALL PROVEN LIVE OR GATED: sovereign POST→decode→gallery (zero shell) · autoscale-to-zero · health-aware multi-worker routing · dynamic batching + queue adm

Nishi codec vs x264 · x265 · SVT-AV1 · DCVC-FM (neural) — coverage 666/1000 (7 present / 5 absent / 3 sovereign exceeds) · MEASURED rate-distortion: 0.21 bpp at 34.6 dB / SSIM .957 = ~1.5-2x the bits of H.264, 4-10x neural SOTA · classical H.264-class core (DCT 4x4+8x8, range coder -33pct, 9-mode intra, quarter-pel, deblock) · ABSENT: B-frames, larger transforms, learned entropy, end-to-end neural, perceptual (frontier mom 108) · EXCEED: sovereign own-

Nishi vs Rust · Zig · Go · Elm — coverage 500/1000 after the public-bug-dump honesty block (36 axes incl CWE-787/416/190/476/362 classes, all honestly ABSENT) · 2 sovereign exceeds (whole-toolchain bits-up · no-float integer determinism proven at LLM scale) · real: self-hosted compiler + generics + sum types + 2 native backends + wasm + in-repo self-healing loop (fuzz gen · EMI oracle · splice bisector · never-brick bless) · measur

Nishi vs SonarQube · Semgrep · Knip · Renovate — coverage 583/1000 · INSTRUMENTS RAN LIVE for this census (2026-07-10): genuine_debt 544 (was 7071 on 06-23, purity 892‰) · shadow collisions 19 · scratch 627 · 2 sovereign exceeds (never-brick cleaning: NO delete syscall, byte-verified, reversible · sovereign zero-dep fleet) · honest absents: dep-update automation · secrets scan · SBOM · taint rules · CI/I

Nishi vs SWE-agent · OpenHands · Aider · AutoGen — coverage 473/1000 (the honest 07-05 diagnosis measured: governance shell REAL, builder ABSENT) · 2 sovereign exceeds (zero-LLM-token autonomous loop · refusal-over-fabrication gate-proven) · present: exec-verify engine · anti-drift coach · heartbeat boards · conductor governance · genealogist · autonomy meter · headline absent: LLM code authoring (every novel organ fa

Nishi adnet vs Google Ad Manager · Kevel · Revive Adserver · 4chan self-serve — presence census 14/14 axes (1000 permil · 163 corpus attestations · liar-kill armed) · June exceed ladder 4/6 MEASURED EXCEEDS (0 third-party-JS delivery · k-anon privacy floor · pay-on-results signup · DIRECT zero-reseller transparency) · UNIVERSAL SLOT LIVE: one labeled first-party ad on every served HTML page of every enabled asset (edge injection, b

Nishi vs systemd · supervisord · Prometheus · Netdata — coverage 347/1000 (coach FORCED the U1-U4 block vs Netdata: 421→347 honest by design) · 2 sovereign exceeds (promotion+monitoring = ONE never-brick circuit · capability-token remote ops w/ fixed-arg pinning) · real: crash guards LIVE + deploy watchdog + liveness audit (BUILT is not LIVE) + RACI-routed monitoring · honest absents: TSDB · alerting · logs · AIOps · SLO &

Nishi vs OPA · Kyverno · Checkov · Conftest — coverage 500/1000 · 2 sovereign exceeds (governance embedded IN the substrate: guards are compiled organs of the governed system · structural money-safety: dry-run/stop/confirm-spend/once-only, live-proven to the money) · real: ratchet floors · governed pulses · RACI exactly-1-Accountable validator · attenuate-only capability tokens (least-authority proven 2026-07-08) · consent ledger &

coverage 853/1000 - 5 exceeds - insights+quality+results-JSON+embeddable-poll+response-quotas+open-text-tone live - evidence-gated 18/18 - sovereign-verified 8/8 - COACH-OK

Nishi live comms vs Telegram · WhatsApp · Signal · Discord — coverage 619/1000 (10 present / 8 absent / 3 sovereign exceeds) · HAVE: group video (our OWN codec) + lossless voice + E2EE calls&chat (relay-blind) + video messages + screen share + private keyed rooms + SFU/simulcast/last-N + relay cascade + FEC + reactions · 3 EXCEEDS: sovereign full stack (no WebRTC/OpenSSL) · integer bit-exact + recon-hash conformance · self-healing ops · GAPS

Nishi vs OpenSSF Scorecard · openai-evals · EvalPlus · HELM — coverage 600/1000 (the strongest role census: graders with TEETH) · 2 sovereign exceeds (cheat-proof grading BY CONSTRUCTION: property oracles + held-out + the buggy-sort catch · the evaluator grades ITSELF on this public plane) · real: liar-killed censuses · anti-drift coach · 7-profile quality grades · safety grading that ABSTAINS · U-axes audit · honest absents

Nishi vs DataHub · OpenMetadata · Collibra · Atlan — coverage 739/1000 (honestly built up from a corrected 652: census+adversary on our OWN claim) · 9 sovereign exceeds incl ★UNIVERSAL FOUNDATIONING 1314/1314 (every doc CID+ed25519-signed+traced-to-god) · ★ORCHESTRATION ENGINE nx_orchestrate: call an activity → resolves RACI from the SSOT → dispatches the accountable team to RUN its workstream (PROVEN LIVE: organize→librarian ran the review of 132

Nishi vs rr · GDB · Delve · C-Vise — coverage 470/1000 · 2 sovereign exceeds (diagnosis wired into the SELF-HEALING loop: fuzz→detect→bisect→immunize→bless as ONE circuit · every fixed bug becomes a PERMANENT witness organ) · real: splice bisector · ccdiag · shapeprobe · probe seeds (enum-ctor re-verified FIXED 07-09) · T# trap register · honest absents: NO breakpoint debugger · NO record-replay &m

Nishi vs Playwright · Cypress · Selenium · Applitools — coverage 500/1000 · THE META-CREW (operator: auto-find-bugs + auto-resolve + race-every-effort-by-default) · 2 sovereign exceeds (tests the SHIPPED BYTES on our own VM, no external browser · survey-incumbents-drive-roadmap as a standing primitive: delta ledger + pitwall + the 32-comparison /compare plane) · real: vision forensics + seeded-repro (auto-found 2 miscalibrations) + NIQE-class judge + c

The racing crew's measured board: every Nishi crew role, its liar-killed /compare score, and its ranked next rungs -- generated from roadmap.data by nx_pitwall_board. Headline: the LLM-lane-under-the-coach arc is the number-one gap on FIVE frontier radars (Engineer 145 · Doctor 128 · Janitor 111 · Team 95 · Racing). 14 crew roles carded; the FULL crew (HR + the grading/ops roles the operator caught) is enumerated in knowledge/registry/crew_roster.tsv and guarded by nx_crew_roste

Nishi vs Sourcegraph · CodeQL · jscpd · dependency-cruiser — coverage 444/1000 · FamilySearch-for-code · 2 sovereign exceeds (genesis provenance to the SEED, not the first commit · sovereign whole-tree reference search, zero timeout on 89k files) · real: ancestry/relatedness graph + genesis lineage + blast-radius + shadow-dedup + prioritized worklist · honest absents: semantic code-graph · CodeQL dataflow · typed call-graph ·

Nishi vs PyTorch · HuggingFace · llama.cpp · Megatron-LM — coverage 476/1000 · the DEEPEST ledger gap (TRAIN-our-own) · HONEST: REAL but TOY-scale · 2 sovereign exceeds (100% integer no-float train+inference = bit-exact reproducible BY CONSTRUCTION · whole train-serve loop ours bits-up, zero PyTorch/CUDA/BLAS) · real: autodiff substrate (first LM beats analytic midpoint bit-exact) + no-float fwd (4-for-4 vs float ref) + BPE + K-quant + GGUF Qwen

Nishi sovereign ReBAC plane vs SpiceDB, OpenFGA, AWS Cedar and Ory Keto -- coverage 823/1000, 2 sovereign exceeds; LIVE on relate (friends/groups) and office (doc + group sharing, reverse-index); 28-check adversarial gate

Nishi sovereign analytics vs dbt · Spark · DuckDB · ClickHouse · Arrow · pandas/Polars · Superset · DataSketches · OpenLineage — meet-SOTA 586/1000 (HAVE 9 · PARTIAL 12 · GAP 6 · EXCEED 2 of 29, liar-kill 0 ungrounded) · a GATED analytics engine on 6 organs (nx_dataframe exact-agg 9/9 · nx_dataframe_approx HLL+t-digest MEASURED-vs-exact 5/5 · nx_analyst_data profiler 6/6 · nx_analyst_multi correla

Frontier Radar (researcher-fed 2025/26, 3.8MB Crossref corpus) — sovereign aggregation of the PUBLIC record (court dockets all levels · class actions · legislation+regulation · municipal codes) into embeddable widgets + an INVESTMENT ENGINE (corruption-to-avoid · real-estate incentive/penalty). KICKOFF census: 14 momentum-ranked opportunities — legislative tracking 240 · grounded aggregation 220 · integrity/corruption signal 165 · RE incentive si

Nishi integrated food-science suite (49 gated organs across 16 disciplines) vs Minitab · Aspen Plus · ComBase · FoodData Central · Wolfram · COMSOL · Compusense · Foodpairing — MEASURED-HONEST (31 axes; Nishi Best on 6 sovereignty/integration/safety axes; honestly absent on measured-data/lab/GUI). Full matrix page render pending NAS .sota sync.

Nishi water-system design engine (atmospheric harvesting + taste/health/safety, 3 gated organs) vs Watergen · SOURCE Hydropanel · Kara · ZeroWater · Berkey · Brita · APEC RO · WHO-EPA — MEASURED-HONEST (22 grade axes; Nishi Best on 6 model/safety/sovereignty axes; honestly absent on physical hardware/lab/cert). Models condensation + sorbent-MOF + UPenn passive-capillary + fog + radiative, picks the harvester per climate. Full page render pending.

Frontier Radar (2026-07-10) — sovereign craft soda from AIR: harvest water + capture CO2 from the SAME air → NANOBUBBLE carbonation (venturi 2-5 bar, no heavy equipment, ~5x faster than spargers, fine stable fizz) → CRYSTALLIZED CITRUS (citric+malic blend = smooth + strong + SUGAR-FREE; spray-dried True-Lemon-class crystals, even dosing) → on-demand like SodaStream. vs SodaStream · Aarke · Sparkel · Drinkmate · True Lemon — none air-sourced, none nanob

30 axes; Nishi leads sovereignty+determinism, trails speed+scale (MEASURED-HONEST)

Q1-Q6 + R6 + genome + physics + ORCA-class AI authoring (describe->build->validate, anti-hallucination); integration is the named gap; buy-off PENDING

The Nishi crew as MCP APIs: every role and which are callable over the sovereign MCP plane (600 permil = 21 of 35 non-human roles), each dispatch row with its exact nishi_crew call. Liar-killed + sovereign public-edge verified (nx_crew_live_verify GREEN 5 of 5). Generator-emitted (nx_crew_page); nx_ui_judge 776 permil.