Connect the evidence.
Retrieve controlled documents and match operational observations to the right asset, timestamp and context.
A PERSONAL INVITATION TO EXPLORE
A CONVERSATION ABOUT POSSIBILITY / 01
Welcome, Mr. Lubomir Gradev.
Thank you for taking a look. This is TrueLens: an idea for connecting the knowledge inside an organisation with the signals that reveal what comes next. Prepared for you, through the lens of photovoltaic energy and VESS vanadium flow battery solutions.
Start with the dataKNOWLEDGE × DATA × FORESIGHT
See clearly.Think ahead.Act wisely.
What if you could ask your solar plant and energy storage a better question? Connect trusted documentation, operational data and predictive models in one conversation. Understand the past. Explore the next decision.
01 — 06A clearer view of today.
A better question about tomorrow.
A better question about tomorrow.
THE KNOWLEDGE FIELD
08 INPUTS / ONE CONNECTED VIEW
Technical manuals01
Inverter telemetry02
Rules & standards03
Weather & irradiance04
VRFB state of charge05
Grid & market data06
Maintenance history07
Flow, heat & auxiliaries08
✳ONE QUESTION. MANY CONNECTED SOURCES.
“With lower solar output tomorrow, how should we compare VESS discharge schedules against reserve needs, conversion and pump losses, and the evidence behind each forecast?”
Source-backed reasoningModelled scenarios
RETRIEVE → ANALYSE → ANTICIPATECONCEPT VISUAL
01 /THE OPPORTUNITY
Your data has a story.
Your documents
give it context.
A falling yield curve tells you something changed. A battery schedule adds another question: when should that energy be available? Solar forecasts, storage telemetry and technical documentation belong in the same view.
TrueLens is a vision for that connection. Ask naturally. Trace the evidence. Visualise the patterns. Compare future scenarios before choosing where to invest time, attention and resources.
02 /A DIFFERENT WAY TO WORK
One energy system.
A deeper conversation.
Explore how solar performance and VESS storage could connect through evidence, reinforced learning and reviewed operational decisions.
⌘A conversation with your knowledge···
T↗
Designed for evidence-led assistance. Important decisions remain with authorised people.
03 /THE CONNECTION THAT MATTERS
Knowledge you can trace.
Analysis you can question.
RAG retrieves the applicable source passages for the conversation. Analytical tools calculate trends and forecasts from connected data. The LLM brings both into an explanation, with sources, assumptions and uncertainty visible.
Analyse and explain.
Use analytical models to compare performance and quantify scenarios. Ask the LLM to explain the results alongside the supporting sources.
Learn from the outcome.
Capture observations, reviewed root causes and corrective actions. Measure effectiveness and reinforce the lessons through targeted training.
Sources, not guesswork.Context, not isolated answers.People in control.
04 /BEYOND A SINGLE INDUSTRY
Different worlds.
The same knowledge gap.
The source material changes. The need for an answer you can act on doesn't.
05 /SOLAR + VESS / A CONNECTED OPPORTUNITY
Solar has a rhythm.
Storage adds choice.
VESS vanadium redox-flow batteries store energy in liquid electrolyte that circulates between tanks and electrochemical stacks. Stack configuration and electrolyte volume allow power and energy capacity to be sized separately.
TrueLens could connect that physical system to a shared view of documentation, telemetry and forecasts. Ask what changed, explore a schedule, and follow the evidence behind the answer.
Technology reference: VESSVESS / VANADIUM REDOX-FLOWCONCEPT MAP
Solar generationForecast · irradiance · curtailment
↓V²⁺ / V³⁺Electrolyte
⇄STACKPower · kW
V⁴⁺ / V⁵⁺Electrolyte
State of chargeFlow & temperaturePumps & auxiliaries
PCS · AC ⇄ DC↕Site demand + grid
Proposed TrueLens use case. Conceptual data connections; no live VESS integration.
When should energy move?
Compare solar surplus, demand peaks and an end-of-day reserve target. Show net delivery after conversion and auxiliary consumption.
Compare two schedules ↗Where is energy going?
Track energy at consistent meter boundaries. Compare stack and PCS behaviour with pump load, flow and temperature to guide an investigation.
What deserves attention next?
Explore drift in operating trends, forecast deviations and maintenance needs. Bring the relevant VESS documentation into each reviewed hypothesis.
06 /ANALYTICS / SEE THE DECISION
A clearer picture.
A longer view.
Move between solar performance, loss breakdowns, forecast ranges and battery schedules. Compare energy delivered now with energy retained for later, and inspect the assumptions behind each decision.
SOLAR + STORAGE ANALYTICS STUDIOSYNTHETIC DATA · INTERACTIVE CONCEPT
Explore the underlying values
Illustrative data throughout. A pilot would connect your sources and validate analytical models against observed outcomes. Forecast ranges express uncertainty; they are not promised results.
See relationships.
Overlay solar yield, demand and state of charge. Surface patterns a single metric hides.
Locate the difference.
Map deviations across inverters, stacks and auxiliary equipment. Connect each signal to the asset and its history.
Compare the possibilities.
Compare solar forecasts, storage schedules and reserve targets. Evaluate net energy, uncertainty and the next investigation.
AN INVITATION TO MR. LUBOMIR GRADEV
Start with one energy system.
Build a clearer view together.
Mr. Gradev, let’s choose a solar-plus-VESS question for a focused pilot: the data available, the decision to improve, and the outcomes we would measure together.
Your domain insightA defined data questionAn outcome we can evaluate