GUNZscope / Vision and Story · Aug 2026

From portfolio tracking
to the trust layer for
gaming economies.

We started by solving a player pain point in Off The Grid. That work exposed a broader opportunity: whoever structures the data layer, verifies the identity layer, and enables the competition layer can become the operating system for onchain gaming markets.

Act I
Why this started

The catalyst, the data gap, and why portfolio visibility became intelligence infrastructure.

Act II
What we had to build

The constraints forced us beyond a tracker into new rails for data, identity, and execution.

Act III
What this unlocks

Competition, markets, and a broader player graph that compounds into platform power.

Demo

See it in action

Act I / Catalyst

It started with a simple player problem.

OTG players could see their wallets, but they could not actually understand their portfolios, performance, or acquisition history in a way that was decision-ready.

Observed pain

"I own items, but I can't tell what I actually have, what it's worth, or whether I'm making good decisions."

Community signal distilled into a product problem.

  • Fragmented data across wallet holdings, marketplace activity, and gameplay metadata.
  • 4 platforms, 4 decoupled marketplaces - prices don't match across Xbox, PlayStation, Epic, and Steam.
  • No coherent acquisition history or portfolio-level PnL for players.
  • No trusted layer for comparing players, assets, or competitive performance.

The first real pain point in onchain gaming is not trading. It is legibility.

20M+
players pre-registered for OTG, signaling meaningful future market depth.
100k+
community members in Discord, proving a live audience already asking for visibility.
1st
wedge into a larger stack: from player utility to infrastructure control.
Act I / Data Transformation

We turned wallet chaos into player intelligence.

The unlock was not another tracker UI. It was a transformation engine that converts incomplete onchain records into structured, decision-useful portfolio data.

43
incomplete source fields
Normalize → Enrich → Calculate
141
decision-ready player fields
Legibility

Players can finally see what they own and what those assets mean.

Attribution

Every item gets a defensible acquisition basis instead of a vague collection-level estimate.

Foundation

The same pipeline becomes the substrate for identity, rankings, and market infrastructure - now backed by a full-depth chain index: 52.3M supply events across 3,756 game items (as of Sep 2026).

Act I / Mechanism

Valuation is not a floor price problem.

Collections compress too much information. Real value emerges only when item class, rarity, perks, and current market context are layered together in sequence.

Collection floor
baseline only
Item class
weapon / hex / skin
Rarity + affixes
value separation
Perks + utility
gameplay relevance
Observed market comps
decision-ready price

A collection floor can undervalue a meaningful item by 20x+.

Why this matters

If valuation is wrong, portfolio PnL is wrong. If portfolio PnL is wrong, players cannot trust their data. The trust layer begins with item-level valuation logic.

What this proves

Our edge is not a prettier surface. It is proprietary judgment embedded in the data model itself.

Act I / Moat

The moat is a system, not a feature list.

What looks like a portfolio tracker from the outside is actually a compounding stack of acquisition logic, valuation logic, and gameplay/item intelligence.

The moat, stated exactly

The chain is public. Anyone can replay fifty-two million transfer events tomorrow. That is not the moat and we do not claim it is.

What cannot be replayed is everything the chain never recorded.

Rarity is not on chain. The asset contracts expose a token's existence, its owner and a URL. The label lives behind that URL, served by a metadata service that is current-state only: no version field, no dated header, no historical path. When a label changes, the previous one is gone from the source.

Explorers and marketplaces do not fix this; they make it worse. GunzScan today returns the pre-July label for tokens it indexed before the relabel and never refetched, with nothing in the response to say the label is stale. A consumer reading it gets an old answer presented as a current one. No upstream source records when a label was live, when it changed, or what it changed from.

GUNZscope does. Every observed label change since April 2025 is recorded with its window: 1,180 windows across 580 items, including 401 labels retired in a single day. It is the only systematic record of label history for this chain, and a competitor starting today inherits the chain and none of it.

Identity decisions are not derivable from any feed. SwampJaw Vest's two assets were separated by reading game-client screenshots. Red Ant Pants and Shorts were linked the same way. Each of the 597 merge decisions and 158 shared-key resolutions is encoded judgment, and the alias table that keeps retired ids resolving is the result.

Off-chain provenance has no on-chain source at all. Battle-pass tier and track are transcribed from the client, because a FREE and a PRO claim mint are byte-identical on chain.

Every route built on this data inherits the moat. Per-item mint rank is computable only here, because only here do the counts survive a relabel. Tournament entry gated on verified holdings is possible only here, because only here is the holding stable across a name change. The moat is not a feature. It is the reason every feature downstream is correct.

Figures as of Sep 8, 2026
Act II / Shift in scope
To make the data trustworthy,
we had to build infrastructure.

The problem stopped being "how do we display wallets?" and became "what rails need to exist for player data, identity, and market actions to be trusted at all?"

Act II / Constraints → Systems

Every major constraint forced a new layer of the stack.

The fastest path to a useful product was not available. Core gaps in data access, identity, and wallet execution had to be solved directly.

Data was fragmented and incomplete. No single source delivered coherent wallet, item, pricing, and metadata context.

Custom ingestion + normalization pipeline. We built the unified data transformation layer ourselves rather than depending on incomplete external abstractions.

Identity did not exist as a verifiable layer. Wallet ownership, reputation, and cross-surface trust were disconnected from actual player behavior.

On-chain identity rails. We put player handles and a wallet registry on Avalanche C-Chain and tied them to portfolio snapshots anyone can check against their Merkle root.

Execution rails were missing or unreliable. Wallet SDK gaps, incompatible marketplace flows, and limited infra support blocked end-to-end product reliability.

Product-controlled execution surface. We designed around missing rails by owning more of the user path, including execution-adjacent infrastructure.

Each constraint solved the immediate product problem, but also created a reusable infrastructure layer for whatever came next.

Act II

The chain is not clean.

Re-displaying on-chain data is easy. Maintaining a stable identity for an item when the upstream metadata service keeps changing what that item is called is the hard part, and it is what makes everything else possible.

Over sixteen months of continuous indexing we have observed Gunzilla's metadata service break item identity in three structurally different ways. We do not claim the chain is clean. We can show precisely how it is not, and what absorbs each failure.

Mass relabel

On 8 July 2026 an upstream update retired the rarity label on 401 items in a single day, part of a wave touching 467 items, with a second wave in late August. In total 568 items lost a label some had carried for over a year. Because rarity was part of the identity key, every relabel spawned a duplicate row: 568 items fragmented across 1,165 rows, neither half holding a correct count. Anyone keying on name plus rarity sees the count split and no signal that anything happened.

Figures fixed by the 2026-09-04 merge
Name collision and reuse

SwampJaw Vest is live now. Two distinct assets under one name, both Epic: the real vest at 109 active mints since 27 August, and twelve tokens carrying jetpack metadata, first minted 5 September and still minting. Name alone merges two different items.

Red Ant Pants and Red Ant Shorts point the other way. Two names, one asset, 3,338 active mints against 25. Asset alone either merges two items a player sees as distinct, or splits one item's history in half.

Neither name nor asset is sufficient. Only the pair is.

Active mint counts as of Sep 8, 2026
Relabel and revert

Labels do not just change, they come back. Tacoma Compact Flashlight carried the Common label for fourteen and a half months and then lost it in the July wave. Stability is not evidence of permanence.

AZV 100 Light Stock made the full round trip: observed as Epic from 14 June to 26 August 2026, then back to Rare. A partner who snapshotted during the Epic window and queried sixty days later was asking for a label that no longer existed anywhere in current metadata, including Gunzilla's own pipeline. GUNZscope still answered correctly.

Observed label windows as of Sep 8, 2026
What absorbs all three

Identity is the pair (item name, asset template key). The asset key is not unique on its own: 158 keys are shared across 320 rows. GUNZscope issues a stable itemId as the single-field identifier and exposes both itemId and assetKey on every public API response, so partners dedupe on stable identity rather than trusting a name.

A temporal rarityHistory records every observed label change since indexing began: 1,180 entries across 580 items, with the window each label was live. That is what let the sixty-day-old query resolve. Partners can pass resolveRetired=1 and receive the surviving item instead of an empty array.

The proof is that the catalogue got smaller. Re-keying collapsed 1,165 rows back to 568 canonical items, retiring 597 duplicates, taking the table from 4,344 to 3,751. Every retired id remains resolvable through an alias table.

Merge figures fixed by the 2026-09-04 merge · catalogue figures as of Sep 8, 2026

The index became more correct and no consumer was stranded.

Act II / Identity Payoff

Once the data layer becomes trustworthy, identity becomes valuable.

A player graph is only useful if it can be anchored to a verifiable actor. Data made that possible.

Data made holdings legible.
Now identity can be attested.

What changes

A wallet is no longer just a container of assets. It becomes a player profile with evidence, provenance, and trust signals attached.

Why it matters

Verified identity turns portfolio data into something that can support ranking, reputation, access, and competitive infrastructure. Ranking is the load-bearing one, and it is only as good as the identity underneath it: a rank is meaningless the moment the population it ranks against fragments.

What it unlocks

You can move from knowing what a wallet owns to understanding who the player is and how the ecosystem can trust them.

What makes it possible

The game client shows a token's global contract serial, its position across the entire contract rather than among items of its own type. GUNZscope is the only tool that surfaces true per-item mint rank, and it can compute that only because the identity layer holds when upstream relabels. The integrity work is not adjacent to the ranking product. It is the precondition for it.

Network logic

Identity becomes the bridge layer.

Portfolio intelligence below. Rankings, competition, and player-facing markets above. Identity is the layer that makes those transitions coherent.

The data layer makes identity valuable. Identity makes the rest of the stack defensible.

Act II / Proof of Execution

Not a concept deck. Shipping product.

Execution matters because this category will be won by whoever can actually ship the rails, not just describe them.

Hero proof
2,034
commits since Jan 19, 2026
as of Aug 2026 · solo-led build velocity across product, design, and engineering

The point is not raw output. It is the ability to discover the wedge, define the stack, and ship the system at high speed without waiting for a large organization.

Third-party validation

An independent community analytics project built on the v1 supply API, keyed on item name plus rarity. When the September catalogue merge retired the duplicate rarity labels, roughly two hundred of their tracked lookups returned empty by their own count. Their integration had been correct against the old shape. The shape moved underneath them, for the same reason it had moved underneath us in July.

We resolved it at the identity layer rather than by restoring the broken key, then shipped itemId and assetKey on every public response in v0.37.0 so partners can dedupe on stable identity themselves. As of 8 September 2026, three independent external parties hold API keys, all three of them having called within the previous twenty-four hours. One of them, WalletZero, a multi-chain wallet for the GUNZ ecosystem, consumes the supply rankings in production. Across every request since usage instrumentation began on 19 August 2026: zero server errors, zero rate limit breaches, zero tier denials. The one day before instrumentation covered internal smoke keys only.

Product surface area

A working intelligence product spans ingestion, valuation, UX, player-facing utility, and a public developer API - self-serve keys, attribution kit, machine-readable attribution on every response, live at /developers. Revenue-generating today - premium subscriptions live.

141
enriched fields
140+
API / data endpoints (Aug 2026)
40+
core UI views (Aug 2026)
Act II / Community Signal

Not user research.
Co‑creation.

Signal Timeline
Jan 1, 2026 · Origin

"Is there a website where I can get an inventory value?" OTG staff Cosmic tags me: "haki make one"

Dec 2025 – Jan 2026

Lunabella DMs price checks weekly: "How much is gold hat going for rn?" I manually screenshot OpenSea sales. This is the problem.

Feb 19, 2026

meatport (10.1M views): "There's been a couple of these websites but none that read wallets and gave you values of inventory."

Feb 14 – Mar 19 · Power User

FAT.Toe: 5 weeks of feature requests, bug reports, evangelizing. "They all were ecstatic." Calls it "exactly the stuff OTG needs."

Mar 13, 2026 · Tournaments

"Is anyone interested in beta testing a new tourney system?" Instant signups. Digital Panalopy: "and we shall stream it all."

Mar 16, 2026

meatport on Discord call: "Let me be your shiller and be a partner." Volunteered on the spot.

Mar 19, 2026

Players in OTG Discord confused about marketplace pricing. grunt_srb: "what is this showing I dont get it." The problem, happening in real time.

Apr - Jul 2026 · Shipped

Avalanche BUILD Games 2026: Stage 4 Finalist - top 40 of 2,000+ teams. Attestations go live on C-Chain. Soulbound achievements are deployed to Avalanche Fuji testnet only - not yet on mainnet, no claims yet. Supply indexer reaches full chain depth: 51.0M events, 4,332 game items.

Aug 2026 · Today

Public API live with self-serve keys and attribution built in. Two integrations in motion. Revenue-generating - premium subscriptions live.

What This Proves
8+ mo
of continuous feedback
5+
Active Co‑Creators
1. Community‑Pulled, Not Builder‑Pushed

They asked for it. Staff tagged me. I started shipping the next day.

2. Continuous Feedback Loop

5 weeks of FAT.Toe testing, filing bugs, evangelizing to other players unprompted.

3. Evangelists Forming Organically

meatport offering to be distribution partner. Clan leaders volunteering to stream tournaments.

4. Builder Is the User

Streaming OTG on TikTok. 120 peak viewers first week. Ranked players joining and gifting.

Zero marketing spend. Every tester, evangelist, and partner came from being embedded in the community for 2 years. This isn't go-to-market. It's already-in-market.

Act II / Go‑To‑Market

Zero paid acquisition.
All earned.

Wave 1: Community Seed
Wave 2: Creator Amplification
Wave 3: Re‑engagement
Distribution Channels
OTG Discord & Community

#1 Discord contributor. Gunzilla team directly tagged the builder. Product was requested by the community before it existed.

Streaming & Content

OBS overlay built in. Streamers show their portfolio live. Every stream session is organic distribution.

On‑Chain Referrals

Referral tracking is live - every conversion attributed on-platform. GUN reward incentives designed as the next step of the protocol layer.

Tournament Broadcasts

First verified on-chain tournament will be streamed by committed creators. Competition itself becomes the distribution event.

Committed Creators
meatportgg

10.1M views from a single OTG clip. Committed to featuring GUNZscope in content.

_donalsky + OTG Creator Roster

dwxso, Digital Panalopy, and other top OTG streamers committed to participate in the first on-chain tournament. All plan to stream it. Growing roster.

Wave 3: timthetatman

Re-engagement target. 4.6M followers. Previously played OTG on stream. Tournament format is the re-hook.

10M+
Committed Reach
$0
Paid Acquisition

Every user arrived through community, streaming, or direct recommendation. Zero paid acquisition is not a constraint -- it is the strategy. The product is the distribution.

Act III / Compounding
Once the stack exists,
it starts compounding.

The initial product solved a narrow player problem. The infrastructure underneath it creates a larger flywheel with each new layer added on top.

Act III / Flywheel

The platform compounds upward from the data layer.

Everything above becomes possible because everything below becomes trustworthy.

This is the core systems argument of the entire deck. Data makes identity possible. Identity makes competition possible. Competition makes new markets possible. Markets create the player layer and broader ecosystem control.

Live Designed Planned
1
Data intelligence
Normalized holdings, item-level valuation, acquisition history, and portfolio clarity. Public API live for builders.
Live
2
Verified identity
Handles and a wallet registry on C-Chain, tied to portfolio snapshots anyone can check against their Merkle root. Wallet status is declared by the player, not checked by the contract.
Requires Layer 1 -- verification only matters when there's something quantified to verify against.
Live
3
Competitive infrastructure
Ranked play, performance credibility, and systems that reward real competitive behavior.
Requires Layer 2 -- tournaments without verified identity produce unverifiable results.
Designed
4
Markets
New economic surfaces built on trusted players, trusted assets, and trusted performance.
Requires Layer 3 -- markets without verified outcomes produce untrusted settlements.
Planned
5
Player layer
A broader graph that can travel across games, ecosystems, and future platform surfaces.
Requires all four layers -- reputation is the sum of data, identity, competition, and market signal.
Vision
Act III / First Expansion

Competitive infrastructure is the first obvious expansion layer.

Competitive play needs verifiable player data - identity, performance, and provenance that any tournament can trust. GUNZscope's attestation layer provides exactly that, making competition the natural Layer 3 product surface.

The requirement

Trusted competition needs verified foundations.

  • Verifiable entry: attested identity behind every participant.
  • Provable results: performance tied to on-chain player records.
  • A bridge between player behavior, assets, and competitive legitimacy.
What this enables

A more trusted competitive stack

  • Identity-aware ranking and reputation primitives.
  • Player credibility anchored in attested on-chain data.
  • A stronger base for rewards, tournaments, and adjacent market logic.

Competition is not a side quest. It is the first proof that the infrastructure can support higher-order game systems.

Act III / Markets + Player Layer

Trusted players and trusted data create new market surfaces.

Once identity and competition are legible, the ecosystem can support more than wallets and asset views. It can support player-native market structures.

Markets

Trusted asset intelligence + trusted player identity + trusted performance signals make room for new economic surfaces that are not possible in thin wallet-native environments.

Player layer

The platform stops being only about items. It becomes about players as economic actors with histories, reputations, and portable trust.

Progression

Data → Identity → Competition → Markets → Player graph

Each step increases defensibility because it depends on layers that are harder to recreate from scratch.

Act III / Beyond OTG

The real opportunity extends beyond one game.

OTG is the proving ground, not the ceiling. The deeper opportunity is a reusable trust and player graph layer for onchain gaming ecosystems more broadly.

Why OTG matters

It is a live, culturally relevant wedge with real player energy, real economic activity, and enough complexity to force serious infrastructure decisions early.

Why the stack generalizes

Data normalization, attested identity, ranking logic, and player trust do not belong to one title. They are reusable primitives for a broader category - and the first external demand is already here: two Supply API consumers integrating now (as of Aug 2026). No outside project integrates the attestation contracts yet.

Build the trust layer in one game. Reuse the player graph across many.

Close

Built by a player, not a spectator.

Builder - Amik Ahmad
Experience
13 years product, design & engineering
UX / Design
UX guidelines for global launch of UNIQLO.com.
Healthcare
One Medical Group - HCI, founding team pre‑IPO.
Big Tech
Alexa AI - UXR and Interaction Design for foundational model.
Amazon Blockchain Group co‑founder. DoD ML.
Web3
VP Product at Blockchains - Unity game abstracting web3 KYC. Launched Kresus Wallet - MPC wallet, Insta wallet tech for Sotheby's. Led product at Autonomys - sovereign dePin AI L1, novel consensus, permanent on‑chain data storage, 2 testnets, mainnet and TGE. Advisor to Omnera - intent‑based trading and prediction markets.
Education
Master's from NYU (HCI and Complex Systems)
OTG Hours
3,081 hours played (Steam, as of Aug 2026)
Community
#1 OTG Discord contributor (leaderboard, as of Aug 2026)
Build Pace
2,034 commits since Jan 2026 - solo (as of Aug 2026)

Whoever owns the player identity graph owns the trust layer for gaming economies.

Off The Grid is the starting wedge. The deeper asset is the infrastructure stack that turns wallets, items, competition, and reputation into a portable trust layer for gaming.

This grant hardens the foundation for what comes next: the full tournament platform, expanded partner infrastructure, and a larger ecosystem raise as the platform scales.

GUNZscope

gunzscope.xyz

Whoever owns the player identity graph owns the trust layer for gaming economies.

Live App

gunzscope.xyz

Explorer

gunzscope.xyz/explore

This Deck

gunzscope.xyz/vision_mini_grant.html

Built by Amik Ahmad · Solo Builder · Avalanche BUILD Games 2026 Stage 4 Finalist (top 40 of 2,000+ teams)

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