Investor dashboard · Static v1

Data & Tools

The working control panel for the Futurology Hub: compare themes, score companies, track signals, queue catalysts, define the metrics that matter, map risks, and decide what deserves a printable equity research note.

Theme comparisonCompany scoringCatalyst queueRisk dashboardPrintable note pipeline

Dashboard Snapshot

13main theme portals

15priority companies in first company sheet

10first printable note candidates

7cross-theme signal clusters

1. Theme Comparison Dashboard

A quick comparison of the main technology themes. This is designed to show where the opportunity is attractive but also where risk is concentrated.

Theme	Maturity	Capital intensity	Current momentum	Primary bottleneck	Best investable angle	Main risk	Priority names
Artificial Intelligence	Scaling / frenzied	Very high	Strong	Compute, power, edge inference	AI infrastructure and Physical AI picks-and-shovels	Valuation and capex cycle	CEVA, Ambiq, Lantronix, Aehr
Robotics & Automation	Scaling	Medium / high	Rising	Sensing, motion, deployment	Force sensing, motion control, machine vision, edge compute	Hardware cycles and hype	VPG, Ouster, Allient, SECO
Human Enhancement	Early / scaling	Medium / high	Selective	Clinical adoption and financing	Neuro-delivery, neurostimulation, cognition measurement	Clinical timelines and dilution	CLPT, BWAY, Cogstate, NPCE
Energy & Climate Tech	Scaling	Very high	Strong	Grid capacity and storage	Grid storage, energy software, firm clean power	Project execution and policy	Fluence, Energy Vault, Stem, NuScale
Space & Aerospace	Scaling	Very high	Strong	Mission cadence and defence demand	Space systems, Earth data, ISR and defence space	Mission failure and programme timing	RKLB, PL, RDW, BKSY
Next-Gen Computing	Early / speculative	Very high	Hot but risky	Quantum utility, photonics scale, advanced packaging	Photonics, test, post-quantum security, quantum anchors	Timeline and valuation risk	IONQ, QBTS, AEHR, POET, LAES
Future Mobility	Early / scaling	High	Selective	Certification, perception, infrastructure	LiDAR/perception, auto chips, eVTOL milestones	Cash burn and adoption timing	Ouster, Aeva, Joby, Archer
Cybersecurity & Digital Trust	Scaling	Low / medium	Durable	Identity, AI security, quantum-safe migration	Authentication, secure chips, embedded trust	Vendor crowding	OneSpan, SEALSQ, BlackBerry
Materials & Advanced Manufacturing	Scaling / cyclical	High	Selective	Qualification and scale-up	Critical materials, semiconductor manufacturing, reshoring	Industrial cycles	IperionX, 5N Plus, Nano One
Financial Systems	Scaling / volatile	Low / medium	Cyclical	Regulation, custody, trust	Digital-asset infrastructure, custody, identity, AI/HPC mining crossover	Crypto cycle and regulation	Galaxy, Bitdeer, HIVE, OneSpan

2. Cross-Theme Company Scoring Table

This is the first scoring layer. It is intentionally qualitative for now; later we can replace it with live market cap, EV, revenue growth, margin and cash data.

Company	Ticker	Theme	Theme purity	Financial quality	Speculation risk	Catalyst density	Printable priority
CEVA	CEVA	AI / Robotics / Human Interfaces	High	High	Medium	High	1
ClearPoint Neuro	CLPT	Human Enhancement	High	Medium	Medium	High	2
BrainsWay	BWAY	Human Enhancement	High	High	Lower	Medium	3
Fluence Energy	FLNC	Energy	High	Medium	Medium	High	4
Vishay Precision Group	VPG	Robotics	Medium	High	Lower	Medium	5
Ouster	OUST	Mobility / Robotics	High	Medium	Medium	High	6
Aehr Test Systems	AEHR	AI / Computing	High	Medium	Medium	High	7
Redwire	RDW	Space	High	Medium	Medium	High	8
OneSpan	OSPN	Cybersecurity / Finance	High	High	Lower	Medium	9
Cogstate	CGS.AX	Human Enhancement	High	High	Lower	Medium	10

3. Signals Tracker

Signal	Theme links	Strength	What it suggests	Names to watch
AI data-centre power demand	AI, Energy, Computing	Strong	Power, cooling, storage and nuclear become AI bottlenecks.	Fluence, NuScale, Oklo, Aehr, POET
Physical AI moving into devices	AI, Robotics, Mobility, Human Interfaces	Strong	Edge inference, LiDAR, force sensing and low-power compute gain relevance.	CEVA, Ambiq, VPG, Ouster, Aeva
Defence demand broadening	Space, Robotics, Cyber, Mobility	Strong	ISR, drones, autonomy, electronic warfare and space systems benefit.	Rocket Lab, Redwire, BlackSky, Archer, Castellum
Post-quantum migration	Cyber, Computing, Finance	Early	Trust infrastructure shifts before quantum utility fully arrives.	SEALSQ, OneSpan, Arqit
Neurotechnology commercialisation	Human Enhancement, AI, Healthcare	Selective	Profitable platforms and picks-and-shovels suppliers are safer than pure BCI stories.	BrainsWay, Cogstate, ClearPoint Neuro, NeuroPace
Smart infrastructure resilience	Energy, Smart Cities, Climate, Food	Durable	Water, metering, grid intelligence and adaptation spend matter.	Itron, Badger Meter, Lindsay
Crypto infrastructure and AI/HPC crossover	Financial Systems, AI, Energy	Cyclical	Miners with power/data-centre capacity may pivot into AI/HPC.	Bitdeer, HIVE, Bit Digital

4. Catalyst Calendar

Working calendar by watch period rather than exact dates. This is the section to update when earnings dates, conference dates, regulatory decisions or product milestones become known.

Watch period	Company / Theme	Catalyst	Why it matters	Failure signal
2026	CEVA / AI	AI licensing and royalty conversion	Tests whether Physical AI design wins become shipped-device economics.	Licensing wins do not turn into royalty growth.
2026	Fluence / Energy	FY2026 guidance and backlog conversion	Confirms grid storage demand and project margin quality.	Revenue grows but gross margin disappoints.
2026	ClearPoint / Human Enhancement	Revenue guidance and partner programme progress	Tests neuro-delivery infrastructure thesis.	Partner trial delays or cash-burn acceleration.
2026	Joby / Mobility	Certification and early commercial launch milestones	Determines whether eVTOL moves from story to operations.	Certification slips without clear runway.
2026	Aehr / AI Computing	AI processor / photonics bookings	Validates AI hardware reliability test bottleneck.	Bookings fail to convert or remain one-customer dependent.
2026	SEALSQ / Cyber	Post-quantum chip production revenue	Tests whether PQC story becomes commercial reality.	Pipeline remains promotional without orders.
2026–2027	NuScale / Oklo / Energy	Binding customer contracts and regulatory milestones	Tests advanced nuclear investability beyond narrative.	Capital raises without binding demand.

5. Metrics That Matter

Theme	Metric	Why it matters	Good sign	Warning sign
AI	Inference cost per useful task	Real-world AI adoption depends on economic usage, not only model quality.	Falling cost with rising volume.	Usage is impressive but uneconomic.
Robotics	Gross margin and deployment payback	Separates specialist suppliers from commodity hardware.	Revenue growth with stable/improving margins.	Growth with margin collapse.
Energy	Backlog conversion	Infrastructure backlog only matters if it converts profitably.	Revenue and margin conversion.	Backlog rises but losses widen.
Space	Book-to-bill and backlog quality	Shows whether demand is broad and recurring.	Above 1.0 with quality customers.	Lumpy one-off government awards only.
Human Enhancement	Cash runway and clinical adoption	Many names are clinically promising but financially fragile.	Growth plus funded runway.	Clinical progress paired with dilution.
Cybersecurity	ARR and gross margin	Reveals recurring trust infrastructure quality.	Rising ARR and high gross margin.	One-off services growth only.
Mobility	Certification / production awards	Separates demos from commercial reality.	Regulatory progress and binding OEM orders.	Press releases without production scale.
Materials	Qualification and offtake	Advanced materials are useless without customer qualification.	Qualified customers and contracted demand.	Pilot-scale claims without buyers.

6. Risk Dashboard

Theme	Valuation risk	Technical risk	Regulatory risk	Capital intensity	Dilution risk	Overall risk
AI	High	Medium	Medium	Very high	Medium	High
Robotics	Medium	Medium	Medium	Medium/high	Medium	Medium/high
Human Enhancement	Medium	High	High	Medium/high	High	High
Energy	Medium	Medium	High	Very high	Medium/high	High
Space	Medium/high	High	Medium	Very high	Medium/high	High
Cybersecurity	Medium	Lower	Medium	Low	Medium	Medium
Financial Systems	High	Medium	High	Medium	Medium/high	High

7. Printable Research Note Queue

This is the suggested order for deeper, printable equity research notes. Each note should verify current price, market cap, EV, cash, debt, revenue mix, margins, guidance, customer concentration, catalysts, risks and valuation.

Priority	Company	Ticker	Theme	Why it deserves a note	Must verify before final view
1	CEVA	CEVA	AI / Physical AI	Best edge-AI IP and royalty-model picks-and-shovels candidate.	Royalty ramp, license quality, valuation, customer mix.
2	ClearPoint Neuro	CLPT	Human Enhancement	Scarce neuro-delivery infrastructure and BCI-adjacent picks-and-shovels exposure.	Cash runway, partner trials, gross margin, guidance.
3	BrainsWay	BWAY	Human Enhancement	Profitable neurostimulation platform with strong gross margin.	Reimbursement, utilisation, guidance, competitive pressure.
4	Fluence Energy	FLNC	Energy	Best revenue-backed grid-storage infrastructure name.	Backlog quality, project margin, tariffs, cash flow.
5	Vishay Precision Group	VPG	Robotics	Force/strain sensing bottleneck for robotics and precision equipment.	Industrial cycle, margins, segment growth, valuation.
6	Ouster	OUST	Mobility / Robotics	Broad LiDAR/perception infrastructure for Physical AI.	Product revenue, cash runway, margin excluding one-offs.
7	Aehr Test Systems	AEHR	AI / Computing	AI processor and photonics reliability test bottleneck.	Bookings, customer concentration, cyclical exposure.
8	Redwire	RDW	Space	Best space systems/components picks-and-shovels name.	Backlog, leverage, margins, acquisition integration.
9	OneSpan	OSPN	Cyber / Finance	Best small-cap digital identity and transaction-trust name.	ARR, EBITDA, competition, valuation, capital returns.
10	Cogstate	CGS.AX	Human Enhancement	Clean digital cognition-measurement compounder candidate.	Backlog, customer concentration, trial delays, valuation.

Next Upgrade Path

This is still a static dashboard. The next version could move the table data into JSON files so one update feeds the hub, company sheet, theme pages and printable-note queue.

/investing/futurology/data/themes.json
/investing/futurology/data/companies.json
/investing/futurology/data/signals.json
/investing/futurology/data/catalysts.json