Renewable Energy & Industrial AI States of Play
Global Renewable Energy — State of Play
2025 year-end actuals · Capacity · Investment · Regional · 2030 outlook · Storage frontier

Executive Summary — Where 2025 Landed

2025 was the year renewables overtook coal in global generation — Ember's April 2026 Global Electricity Review logged 33.8% renewable share vs 33.0% coal, the first time in 100 years coal was displaced. Total installed renewable capacity reached 5,149 GW (IRENA, April 2026), up from 3,870 GW end-2024. Net adds hit a record 692 GW — solar PV alone accounted for ~505 GW of that. Energy-transition capital came in at USD 2.3 trillion (BNEF), up 8% year-on-year, with climate-tech VC/equity surging 53% to USD 77.3 bn. Renewables + wind + hydro avoided ~2.6 Gt CO₂e in 2025 versus a fossil counterfactual.

5 149 GWGlobal RE capacity (2025 YE)↑ 33% vs 2024
692 GW2025 net additionsRecord year
$2.3 TTransition investment↑ 8% YoY (BNEF)
33.8%RE share of generationOvertook coal (33.0%)
~17 MJobs (2024 IRENA, 2025 est.)+2.3% YoY trajectory
~2.6 GtCO₂e avoided (2025)vs fossil counterfactual
Why this matters for TenzaOne: Indian customer installations (Climatenza solar thermal + Net0Link HVAC optimisation) tap the renewable-heat + energy-efficiency slice — the fastest-growing but most structurally under-credited tier in voluntary markets. The 2025 inflection (renewables > coal) is decisive for buyer-side signalling.

Capacity Trends (2020 → 2025)

Solar PV is now the dominant growth engine: ~505 GW added in 2025 alone, pushing cumulative capacity past 2,370 GW. Onshore wind adds held at ~140 GW/year. Offshore wind underperformed its 2024 target (8 GW added vs forecast ~12 GW) on rate pressure + permitting slowdowns, but the 2025 pipeline under construction rebuilds momentum (33 GW in build globally — China 9.1 GW, UK 7.6 GW, US 5.9 GW). Battery + thermal storage are the compounding frontier: battery doubled again year-on-year.

Technology2020202220242025Note
Solar PV7141,0551,865~2,370China past 1,000 GW first time
Onshore Wind6978381,027~1,170Stable pipeline; normalised supply
Offshore Wind3464808933 GW under construction
Hydro1,2111,2561,2831,301Mostly pumped-storage modernisation
Bioenergy128149156~160Slow; supply-chain bottlenecks
Battery storage (GWh)1758260~50092 GW / 247 GWh added in 2025
Thermal storage (GWh-th)~234~260~330~380Preliminary; Rondo + Antora scaling

Source: IRENA Renewable Capacity Statistics 2026 for solar / wind / hydro / bio; BNEF Global Energy Storage 2025 for battery cumulative; IRENA Innovation Outlook (2020) extrapolated for TES — no global TES register yet exists.

Investment Analysis (2025 actuals, BNEF)

Total energy-transition investment hit $2.3 trillion in 2025 — up 8% year-on-year. The mix has shifted materially: electrified transport ($893 bn) is now the single largest category, pushing past renewable generation ($690 bn) as the transition moves from building new supply to electrifying end-use. Grid investment ($483 bn) is finally catching up with generation — a long-flagged bottleneck. Climate-tech VC/equity surged to $77.3 bn (+53% YoY) and transition debt issuance hit $1.2 tn (+17%).

$893 BElectrified transportLargest category
$690 BRenewable generationDown YoY (mix shift)
$483 BGridsT&D catching up
~$90 BStationary storageFastest-growing line
~$100 BEfficiency + otherStructurally under-funded
$77.3 BClimate-tech VC (2025)↑ 53% YoY
Under-capitalised tier: energy efficiency (where TenzaOne's AMS-II.C projects sit) remains the smallest investment line — still a fraction of generation spend, despite being the cheapest abatement per tCO₂e. dMRV-verified EEC issuance is one of the few mechanisms closing that gap, which is why TenzaOne's deal flow skews to it.

Regional Shares (End-2025)

China is now ~42% of global renewable capacity (2,159 GW), underpinned by NDRC Document 136 (market-pricing shift) and the first country ever past 1,000 GW of solar mid-2025. EU at ~18% (934 GW) tracks 66% RE-electricity share — short of the 69% REPowerEU target but moving. US at ~9% faces headwinds from Trump EO 14154 (Jan 2025 IRA freeze, 781 EPA grants cancelled) though legal-impoundment-doctrine challenges limit full rollback. India ~5% (254 GW total RE, 133 GW solar) — hit its 50% non-fossil capacity target five years early; PM Surya Ghar rooftop scheme delivered 7 GW across 2.4M households by end-2025.

RegionShareCapacityKey driver
China~42%2,159 GWNDRC Doc 136 market-pricing shift · first past 1 TW solar
European Union~18%934 GWREPowerEU · Clean Industrial Deal €100bn · EU ETS signal
United States~9%~460 GWIRA operative but under freeze (EO 14154, Jan 2025)
India~5%254 GW (133 solar)500 GW non-fossil by 2030 · PM Surya Ghar · CCTS mid-2026
Rest of Asia~12%~620 GWJapan GX · Korea K-ETS · Vietnam PDP8 grid
Rest of world~14%~720 GWBrazil hydro + COP30 solar push · MENA auctions · Africa <3%
India focus for TenzaOne: fastest-growing renewables market globally in %-add terms (35 GW solar added Jan–Nov 2025). CCTS compliance scheme launches mid-2026 layered on top of the BEE voluntary mechanism (live March 2025). Every Indian renewables project sized over the CCTS intensity threshold for its sector now has a compliance-track monetisation path.

The Storage Frontier

Once renewable penetration crosses ~55%, storage + grid flexibility become the binding constraint — which is why dispatchable heat (TES) and grid batteries are re-pricing on dispatchability, not just tCO₂e. Battery storage installed 92 GW / 247 GWh in-year in 2025, taking cumulative past ~500 GWh. BNEF expects ~15× growth to ~2 TW / 7.3 TWh by mid-2030s. Thermal energy storage is earlier but scaling: Rondo (brick, 1,000–1,500°C, 16–18hr discharge) now operates commercial units at Calgren CA and is expanding into Indian cement + steel; Antora (graphite, up to 2,000°C, 25hr) commissioning Fresno CA facility 2025.

92 GWBattery added 2025247 GWh
~500 GWhBattery cumulativeChina 61% · US 27%
~2 TWBattery target 2030sBNEF 15× outlook
~380 GWh-thTES cumulative (est.)Target ×3 by 2030
Methodology status for TenzaOne projects: AMS-II.C remains an approved CDM SSC methodology for demand-side efficiency (including some TES applications under industrial heat). ACM0014 (industrial waste-heat / cogen) is still approved — no 2025 revision. Article 6.4 Supervisory Body is developing a TES-specific methodology under the Paris crediting mechanism (pipeline as of March 2026). Gap: no ISO-standardised baseline for electric TES displacing gas process heat — creates bankability risk for some industrial deployments. Verra VM0048-style work underway but not finalised.

2030 Outlook (IEA Renewables 2025)

Main-case trajectory: 9,530 GW cumulative by 2030 (2.6× 2022), generation share ~46%. Accelerated case: 10,400+ GW (~90% of the COP28 tripling pledge, ~50% generation share). COP28 tripling target of 11,500 GW remains off-track in main case. Post-2024 policy shifts: Trump IRA freeze modelled as slower — not reversed — US buildout; India National Electricity Plan 2023 (NEP13) draft pushes coal phase-down; EU REPowerEU three-years-on review (2025) maintained 592 GW solar + 510 GW wind by 2030 targets.

9 530 GWIEA main case 203046% of generation
10 400+ GWAccelerated case 2030~50% of generation
11 500 GWCOP28 tripling pledgeOff-track in main case

Key 2025/26 Events — What Shaped the Year

  • Apr 2026: Ember Global Electricity Review confirms renewables (33.8%) overtook coal (33.0%) in 2025 generation — first time in 100 years. Solar + wind met 99% of 2025 demand growth.
  • Mid-2025: China crosses 1,000 GW solar — first country ever. Ends the year at ~1.1 TW solar installed.
  • Jan 20, 2025: Trump Executive Order 14154 froze IRA + IIJA disbursements. EPA cancelled 781 grants by mid-2025. Legal impoundment-doctrine challenges limit full rollback; BNEF still models +3.5% US transition investment 2025.
  • Feb 2025: EU Clean Industrial Deal — €100 bn industrial-decarb envelope; Critical Raw Materials Act operational.
  • Mar 2025: India BEE voluntary offset mechanism launched (v1, 8 methodologies) — domestic parallel to Verra / Gold Standard.
  • Nov 2025: COP30 Belém package: Tropical Forest Forever Facility (USD 125 bn); Belém 4x sustainable-fuels pledge; USD 1.3 T/yr climate finance goal by 2035. Voluntary fossil-phaseout roadmap deferred to April 2026 Colombia summit.
  • Dec 2025: India PM Surya Ghar rooftop solar milestone — 7 GW installed across 2.4M households; hit 50% non-fossil capacity five years early.
  • Early 2026: India CCTS compliance scheme preparing first trading session mid-2026; 7 of 9 sectors with legally-binding targets notified.
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The State of Industrial AI
Generative & predictive AI in commercial + industrial decarbonisation

The Decarbonisation Prize

Global Industrial Emissions Breakdown

Investment Thesis: Why Industrial AI Now?

  • Regulatory tailwinds are a forcing function: CBAM, CSRD, the US IRA + India CCTS shift AI from optional to essential compliance infrastructure.
  • Energy volatility creates urgency: price swings improve the ROI case for AI-driven efficiency + solar-thermal fuel switching.
  • AI has crossed the generative threshold: agents can autonomously control complex systems — defensible high-margin industrial SaaS is now commercially possible.

AI in Industrial Solar Heat: The Opportunity

Industrial process heat consumes over 70% of industrial energy. AI-optimised CSP can abate ~10% of global CO₂ from IPH.

Market Projection (Industrial Solar Heat)

$25.6 Billion by 2032

CAGR 15.2% (Precedence Research)

AI-Driven Value & Technical Moat

  • Generative heliostat control: real-time optimal aiming under haze / soiling / hotspots → +5–10% yield.
  • Predictive soiling & cleaning: vision + degradation analytics → optimal O&M schedules.
  • Energy arbitrage: forecast-driven heat / electricity storage + dispatch decisions.

Competitor & Investment Landscape

  • Heliogen (HLGN): >$100M raised; high-temp heat for H₂ / cement; AI central.
  • GlassPoint: relaunched 2022; enclosed troughs; Middle East / mining focus.
  • Absolicon: sells robotic trough production lines; strong F&B sector presence.

AI in HVAC Efficiency: The $12B SaaS Prize

HVAC ≈ 40% of building energy. Generative "virtual engineer" agents unlock 25–40% savings.

Market Projection (AI in HVAC SaaS)

$12.8 Billion by 2028

CAGR 25.7% (MarketsandMarkets)

Venture Capital Investment Trends

Competitor & Investment Landscape

  • BrainBox AI: >$50M raised; autonomous control; channel-led expansion.
  • 75F (Daikin): OEM leverage; mid-market strength; potential hardware lock-in.
  • Carrier / JCI: IoT/AI suites (Abound / OpenBlue); hardware-led model leaves software-first gap.
  • Net0Link (TenzaOne partner): BIRAI digital-twin; 30%+ cost savings; ~90% autonomous operation; IPMVP-aligned M&V output.

The On-Chain Carbon Market: A Crisis of Quality

Early ReFi pooled legacy credits into fungible tokens (e.g., BCT), masking quality. Registries (e.g., Verra) reacted by halting unsanctioned tokenisation — credits now flow through curated, non-fungible architectures.

TenzaOne: end-to-end high-integrity ecosystem

Non-fungible project assets

Project-specific assets preserve quality + enable per-project price discovery. No pooling blur.

Carbon credit futures

Ex-ante financing funds new climate action — not legacy credits dredged from earlier vintages.

AI-powered digital MRV

AI + DePIN streams automate certification — full auditable trails from sensor to issuance.

Competitive Landscape — AI & Blockchain in Climate Finance

Feature / ServiceTenzaOneSylvera / PachamaRegen NetworkToucan / KlimaDAO
Core business modelEnd-to-end financing + verification for new high-integrity projects.Ratings SaaS for existing credits.Protocol / registry for eco-credits.Liquidity / marketplace for bridged credits.
AI-powered verification (dMRV)
DePIN / IoT integration
Finances future credits (ex-ante)
India CCTS path✔ ACV-Agency-compatible dMRV
Asset typeNon-fungible (project-specific)N/A (ratings)Fungible + non-fungibleFungible (pooled)
Investor tools (LLM, dashboards)

Data Sources & Further Reading

Market Reports

  • Precedence Research — Industrial Solar Heat Market.
  • MarketsandMarkets — AI in HVAC Market (to 2028).
  • IEA — Renewables 2024 (to 2030) · Energy Efficiency 2024.
  • Deloitte — State of Generative AI in the Enterprise (2026 wave).

Financial & Investment

  • PwC — State of Climate Tech 2024.
  • BloombergNEF — Energy Transition Investment Trends 2024.
  • Crunchbase / PitchBook — VC rounds for named firms.

Regulatory & Policy

  • EU — CBAM + CSRD official documents.
  • US DOE — IRA summaries.
  • India MoEFCC + BEE — CCTS notifications (Oct 2025, Jan 2026).

On-chain & dMRV

  • Verra — Consultation on Third-Party Crypto Instruments (Nov 2022).
  • Sylvera — Buyer's Guide to Digital Carbon Markets.
  • BeZero — Role of ratings in scaling VCM.
  • ICVCM — Core Carbon Principles assessment status.
🧠
The State of LLMs — April 2026
Frontier benchmarks · enterprise adoption · agentic AI · inference-cost collapse · vertical LLMs
Headline — Where April 2026 Lands

Generative AI has moved from demo to production at a pace that shocked most analysts. 92% of Fortune 500 companies are now using OpenAI products (McKinsey Nov 2025) and 88% of organisations use AI in ≥1 function. VC investment hit a $87 billion record in 2025 for GenAI alone (EY / PitchBook), with total AI VC reaching $202 B — roughly 50% of all global VC. The revenue flip nobody expected: Anthropic surpassed OpenAI in early 2026 at ~$30 B ARR vs OpenAI's ~$24 B. Agentic AI is the next inflection.

Market Projection
$1.5 T
Projected AI market size by 2030 (Bloomberg Intelligence base case). ABI Research $220 bn low-end; Statista $400 bn to 2031.
VC Investment 2025
$87 B
In generative AI alone — up from $52.5 B in 2024 (EY / PitchBook full-year). Total AI VC $202 B, ~50% of global VC.
Enterprise Interest
92%
of Fortune 500 use OpenAI products; 88% of orgs use AI in ≥1 function; 79% regularly use GenAI (McKinsey Nov 2025).
Agentic AI Scaling
62% / 23%
62% experimenting · only 23% scaling agents. Gartner: 40% of enterprise apps will embed task-specific agents by end-2026.
Anthropic ARR
~$30 B
April 2026 run-rate — up from $9 B end-2025 and $1 B end-2024. Surpassed OpenAI in early 2026.
OpenAI ARR
~$24 B
April 2026 run-rate ($2 B/month), up from $20 B end-2025. Google Gemini 650 M monthly users; estimated $8–12 B ARR.
Frontier Benchmarks

MMLU has saturated — successors now matter more

Top models now score above ~90% on MMLU, which was the gold-standard 2023–2024 benchmark. Attention has shifted to harder tests. Per Artificial Analysis Intelligence Index (April 18, 2026), there is a three-way tie at 57 between Claude Opus 4.7, Gemini 3.1 Pro Preview, and GPT-5.4 (xhigh) — each strongest in different categories.

Leaders by Benchmark (April 2026)

BenchmarkFocusLeaderScoreRunners-up
GPQA DiamondGraduate-level science reasoningGemini 3.1 Pro Preview94.1%GPT-5.4 92.0 · GPT-5.3 Codex 91.5 · Opus 4.6 91.3
Humanity's Last ExamHardest multi-domainGemini 3.1 Pro Preview44.7%GPT-5.4 41.6 · GPT-5.3 Codex 39.9
SWE-Bench VerifiedCoding agentsClaude Opus 4.787.6%GPT-5.3 Codex 85.0 · Opus 4.5 80.9 · Gemini 3.1 Pro 80.6
SWE-Bench ProLong-horizon codingClaude Opus 4.764.3%#1 by wide margin
GDPval-AA (agents)Multi-step agent tasksClaude Opus 4.71,753 ELOGemini 3.1 Pro 1,314 ELO
SciCodeScientific code reasoningGemini 3.1 Pro58.9%
AIME 2025Math OlympiadGrok 3 / frontier models86.7%+Now >90% for most frontier
MMLU (saturated)Legacy benchmarkAll frontier~92%Industry moved on

Pattern: no single winner — Anthropic leads agentic / coding; Google leads scientific reasoning + multimodal; OpenAI leads breadth / tool-use. Scores indicative; Artificial Analysis, LMSys Chatbot Arena, and Scale AI SEAL leaderboards are the live-tracking sources.

2025 / 2026 Model Releases — Timeline

The 12-month release cadence that reshaped the stack

ModelReleaseContext windowKey capability jump
Llama 4 Scout/Maverick/Behemoth5 Apr 202510 M / 512 K / —First native multimodal MoE open-weight (17 B active / 109 B – 2 T total)
Grok 317 Feb 20251 MReasoning + DeepSearch; trained on 200 K H100s
GPT-57 Aug 2025272 K in / 128 K outUnified reasoning + general model; "thinking" modes
Gemini 3 Pro18 Nov 2025 (preview)Long-context SOTABest multimodal; agentic "vibe coding"; 81% MMMU-Pro
Claude Opus 4.524 Nov 2025Coding + spreadsheet leap
GPT-5.2Dec 2025400 K (256 K effective)Long-context + agentic tool-calling
Claude Opus 4.65 Feb 2026"Agent teams"; Claude in PowerPoint
Gemini 3.1 Pro19 Feb 2026Multimodal + GPQA / HLE leader
Claude Opus 4.716 Apr 2026Leads SWE-Bench; Claude Managed Agents beta same week
OpenAI Codex Background Computer Use16 Apr 2026Parallel macOS desktop agents

Status flags: GPT-5 confirmed released. "Claude Mythos Preview" circulating on third-party leaderboards is not an Anthropic-announced public model as of April 21, 2026 — treat as rumour until confirmed. Post-4.7 Claude versions unverified.

Enterprise Adoption Stages — Deloitte 2026

From piloting to production — 2026 distribution

Deloitte 2026 stage%
Transforming — new products / reinventing core processes34%
Redesigning key processes around AI30%
Surface-level use — little workflow change37%

Shift vs 2024: deep-transformation cohort tripled (<10% → 34%); "no plans" shrank from ~12% → rounding error.

McKinsey split: 88% adoption but only 6–7% "actually winning" (high-performer bucket with enterprise-level EBIT impact); only 39% report EBIT uplift at the enterprise level.

Deloitte 2026 — "Ambition-to-Activation Gap": 66% report productivity gains but only 34% say AI is "deeply transforming" their business. Revenue still aspirational — 74% targeting, only 20% realising. Biggest barrier cited: insufficient worker skills. Pilot-to-production friction remains the dominant enterprise complaint; ROI payback medians ~18 months for horizontal deployments.
Agentic AI — The 2026 Inflection

62% experimenting · 23% scaling · 21% mature governance

Agentic systems are moving beyond chat into autonomous task execution. The governance gap is the defining 2026 constraint: Deloitte 2026 finds only 21% of companies deploying agents have a mature governance model. No function exceeds ~10% "fully scaled" agentic deployment. Top use cases: software engineering (24% in tech), IT ops (22%), research / knowledge work, customer service, product development (18%).

Named products — April 2026

  • Claude Managed Agents — Anthropic, public beta Apr 8 2026. $0.08/runtime-hour + tokens (~$58/month base for 24/7 agent).
  • Claude Computer Use — cross-platform screenshot + mouse/keyboard tool.
  • OpenAI Codex Background Computer Use — Apr 16 2026; parallel macOS agents; ChatGPT Agent.
  • Google AgentSpace — enterprise orchestration.
  • Microsoft Copilot Studio — embedded in M365 workflows.
  • Gemini 3 agentic coding — "vibe coding" pattern.

Limitations + friction

  • Reliability — still <90% on multi-step workflows.
  • Cost — agent teams burn 3–4× tokens of sequential work; complex workflows consume millions of tokens.
  • Governance — identity, audit, approval loops still product-gap area.
  • SOC-2-for-agents emerging as a new certification category for 2026/27.

Outlook (12–18 months)

  • Vertical agents > horizontal chat — domain-specific agents with RAG + tool training dominate ROI stories.
  • Model routers as default — enterprises no longer single-vendor; cost / capability routing (Portkey, OpenRouter, Vercel AI Gateway) table stakes.
  • Regulatory activation — EU AI Act fully phased in Aug 2026; US state-level laws multiply.
Open vs Closed Source — 2026

DeepSeek R1 + Llama 4 re-opened the conversation

The closed / open gap collapsed practically in 2025. Six labs now ship competitive open-weight models: Meta (Llama 4), Alibaba (Qwen 3.6), Google (Gemma 4), Mistral (Small 4 / Large 3), Zhipu (GLM-5.1), DeepSeek (V4). Closed-source still dominates US / Fortune 500 production spend (~70–80%); open-weight dominates self-hosted / regulated / APAC (China, India, Eastern Europe) + edge use cases.

Inflection points:
  • DeepSeek R1 (Jan 2025) — reportedly trained for <$6 M; $0.07–0.27/M input tokens, 60–80% below Western competitors. Shifted enterprise cost expectations globally.
  • Llama 4 (Apr 2025) — first open MoE natively multimodal; 10 M-token context.
  • Qwen 3.6 — 90,000+ enterprise deployments, especially APAC.
  • Mistral Large 3 — 92% of GPT-5.2 performance at ~15% of price.
Inference cost collapse — "LLMflation" (a16z): GPT-4-equivalent tokens fell from ~$20/M (late 2022) → ~$0.40–0.80/M (March 2026) — roughly 10× annual decline 2024–2025, and up to 40× per year for specific PhD-science benchmark tiers (Epoch AI). Frontier models (GPT-5, Claude, Gemini 2.5 Pro) now $1.25–$3.00/M input; open-weight $0.14–$0.55/M. Future 3–5× annual through 2027, tapering to 1.5–2× after. Top open-weight SWE-Bench: MiniMax M2.5 at 80.2%.
TenzaOne Angle — Climate LLMs + Agents

Where TenzaOne sits in the 2026 LLM landscape

The single clearest gap in the 2026 vertical-LLM map is climate / energy. Healthcare has Med-Gemini, legal has Harvey, finance has BloombergGPT-2 and OpenAI's Hiro Finance acquisition — but there's no frontier-scale climate-native LLM. Climate-specific stacks remain bolt-ons (ClimateBERT for risk disclosure, not an agent) rather than native intelligence. TenzaOne's AI assessment stack sits squarely in this whitespace.

TenzaOne AI + agent surfaces today

  • 10-agent VCS assessment — end-to-end Verra project scorecard + methodology fit + integrity risk analysis. Domain-trained, multi-agent orchestration through MCP.
  • AI Concierge — ChatGPT / Claude-class conversational surface grounded in TenzaOne project data, with tool use to query price feed + portfolio + DAO.
  • Net0Link BIRAI digital twin — 1,500+ datapoints/min ingestion, ~90% autonomous HVAC operation, continuous IPMVP-aligned M&V output. Vertical agent in production at Tata / JSW / Coca-Cola / Colgate / Nestlé.
  • ACV-Agency-compatible dMRV for India CCTS — AI signs evidence that BEE-registered verifiers can cite without re-verifying from raw telemetry.

Why this wins vs horizontal LLMs

  • Registry-compatible outputs. Our agents produce signed evidence Verra + ACV Agencies can cite — not just text. Horizontal LLMs can't do this without per-project engineering.
  • DePIN-anchored provenance. Sensor → BMS → AI → MCP → DePIN → blockchain chain means every claim is traceable. No horizontal LLM has this integration.
  • Methodology fluency. AMS-II.C, ACM0014, VM0049, ART-TREES, Gold Standard — trained on the actual methodology corpus + 10,000+ VCS-registered project data.
  • Multi-jurisdiction. Voluntary (Verra / GS) + CCTS compliance (CCC) + PAT legacy (EScert) + Article 6 bilaterals — the messiest part of climate finance, now native.
The Deloitte 2026 "ambition-to-activation gap" — only 34% of enterprises "deeply transforming" despite 75% planning agentic AI — is exactly the gap TenzaOne's vertical climate-native AI stack closes for industrial decarbonisation customers. We ship the agents + the dMRV chain + the registry-compatible outputs in one integrated platform, not a collection of horizontal LLM API calls stitched together.
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