Brief plus source pack to an editable deck. In a July 2026 third-party assessment it leads a frontier add-in on production mechanics while the measure that decides partner-readiness, claim-to-source support, would not stabilize. The incumbent bundle failed the end-to-end job at screening.
As of 19 August 2026. This memo covers turning a brief and source pack into a partner-ready deck. No live-product test has been run. A July 2026 third-party assessment is used as dated third-party evidence, not as our measurement.
Third-party production-mechanics lead. Partner-readiness is not established.
Perceptis turns a brief and source pack into an editable deck. A July 2026 third-party assessment reports stronger production mechanics and brief-following parity versus a frontier PowerPoint add-in. Those dated observations describe the production layer, not factual correctness or target-workflow performance.
The decision-relevant measure is whether each claim survives its cited source. That measure did not stabilize across the assessed briefs and was reported only as a direction, so partner-readiness remains open. Published editing diagnostics also do not establish full cost per accepted deck or a winner.
Perceptis turns a brief and source pack into an editable deck.
A July 2026 third-party assessment reports a production-mechanics lead and brief-following parity versus a frontier PowerPoint add-in; those are artifact properties, not claim-to-source support.
Modeled from published slide rates, a Perceptis deck arrives with more visuals already built and more prose still one edit short of tight; the claim-support measure did not stabilize, so every deck still needs a full claim-check pass.
The comparison that would change the call is the same briefs with a claim-check bolted on and an analyst-plus-template cell for the human floor.
Exposed vs scarce. Briefs and source packs are the client's. The style key is the industry's own deck corpus. PowerPoint is a surface Microsoft owns.
Still untested. Claim-to-source support; the published measure did not stabilize. Reviewer minutes to a partner-presentable deck are unmeasured.
The comparison that would change the call. The same briefs with a claim-check bolted on, plus an analyst-plus-template cell for the human floor.
Decision questions
On sealed briefs with a claim-support key, what share of deck claims survive checking against the cited source, and how wide is the variance across briefs?
What are reviewer minutes to a partner-presentable deck — the compression pass, the visual pass, and the claim-check pass — for Perceptis, a frontier add-in, and an analyst build?
Is the production-mechanics lead durable against the incumbent bundle, or is the July 2026 screening failure of Copilot a version artifact that decays?
What does the buyer own after two years — templates and habit, or anything a frontier add-in cannot ship next quarter?
Deck work fails in layers: the visual layer (untitled charts, flat images), the structure layer (missed requirements), the message layer (long, unspecific titles), and the evidence layer (claims the cited source does not support). A decision-grade record keeps them separate and gates on the evidence layer, because a beautiful deck with unsupported claims is a liability with good formatting.
This report reads a July 2026 third-party assessment as dated discourse: two systems deep-tested on three briefs, six decks each, thirteen measurement families, scored against a style library of strategy-firm decks. A style library is a production key, not a truth key. Where this report derives per-deck edit floors from published slide rates, the arithmetic is labeled modeled and inherits the three-brief scope. Their cells never become our measurements.
Workflow breakdown
Each step of the job is mapped to a published benchmark or another reputable quantitative measure only where the mapping is honest. A public figure is a floor or a labor-market context on that task type. It is never a score of this product.
Win rate or Elo against a reference. Not a partner-ready deck.
Brief plus source pack to a partner-ready deck
None
No honest public floor
No license-cleared public pack for this job. The category floor is unmeasured.
Findings at a glance
Capability, cost, and defensibility are assessed separately. They are not averaged into a score. Where evidence is missing, the finding stays open.
Status
Area
Finding
Open
Workflow capability
A July 2026 third-party assessment scored thirteen measurement families on three briefs, six decks per system, against a style library of strategy-firm decks. Its decisive measure, claim-to-source support, did not stabilize and was published as a direction. A gate that fails to stabilize is not established, not a lower grade.
Open
Operating economics
Third-party slide-failure diagnostics indicate material editing and a mandatory claim-check pass. Full cost per accepted deck and reviewer minutes remain unmeasured for every system.
Judgment
Defensibility
A renderer and template system on frontier generation, shipped onto a surface Microsoft owns. The incumbent bundle failed the end-to-end job at screening in July 2026: an execution lead with a decay clock, not a corpus.
Vendor-stated
Vendor claims and open questions
Vendor materials declare client-ready document and presentation generation. A July 2026 third-party assessment is recorded as dated discourse; a style library is a production key, not a truth key.
Workflow capability
The production lead is real, and it is the easy layer
The published cells: 84.7% of Perceptis charts carry a title and 82% a unit signal, against 50% and 50%; 3.5 native charts plus 4.5 editable diagrams per deck against 1.5 charts and no diagrams; deck-level visual consistency 97.2% against 94.4%; template adherence 83.3% against 75%. Neither system produced axis titles — a shared category gap. This is the layer a junior designer repairs in an hour, and Perceptis largely ships it repaired.
Structure is parity: requirement coverage 94.9% against 94.8%, conformance 97.6% against 96.3%, content delivery 93.8% against 95.2%, slide count 100% for both. A 0.1-point spread on three shared briefs is parity by construction. Following the brief is the category's competence floor — it decided screening — and both survivors clear it together. Nothing here differentiates.
Message economy reverses the picture: concision 54.4% against 85.2%, presentable density 55.6% against 79.8%, internal consistency 58.3% against 91.7% on a six-deck directional read. The bake-off's own phrasing is exact: almost everything lands one edit short of tight.
The decisive measure failed to stabilize, and that is the finding
Slide-level sourcing is a formatting discipline: Perceptis puts a source note on 89.8% of slides against 65.3%. Claim-level support is an evidential discipline: whether the note's source actually supports the claim. The bake-off reports Perceptis lower on it, with spread across briefs too wide to publish a number. Argument soundness — do conclusions follow without overclaiming — is 73.1% against 84.1%, roughly three slides of twelve overclaiming against two.
A deck that is 90% source-noted while its claim support will not stabilize is worse than it looks, because the notes signal verification that has not happened. In this report a gate whose measurement does not stabilize is not established — for both systems — and the operational consequence is mandatory: every generated deck gets a full claim-check pass before a partner sees it, which caps what the generation layer can save. The one bright evidential cell is honesty: when Perceptis goes beyond its sources it labels the addition 92% of the time.
Resolution bounds the rest. Three briefs, six decks, seventy-two slides per system, with briefs sharing source packs, so deck-level observations cluster. A 100% slide-count record on six decks has an exact 95% floor of 54%. The internal-consistency gap rests on six decks a side and is directional, as the bake-off itself labels it. Deltas smaller than several points on this design are noise, which is why this report treats structure as parity rather than a 0.1-point lead.
Published benchmarks
AA-Briefcase and GDPval bound adjacent multi-file knowledge work in third-party harnesses. There is no license-cleared public pack for brief-plus-pack deck generation; the category floor is unmeasured, and this section does not substitute for it.
AA-Briefcase
Multi-file knowledge-work projects scored on rubric, analytical quality, and presentation, kept separate. The closest third-party bound on deliverable-shaped work. Not a deck-generation floor and not a Perceptis score.
Third-party leaderboard · not an Antidote run · not a product score
AA-Briefcase rubric score
Artificial Analysis GPT-5.6 article, 9 Jul 2026. Rubric score stays separate from analytical-quality Elo (Fable 5 1764, Sol 1592). Presentation Elo is described as Sol leading. Third-party harness, not an Antidote run.
System
Rubric score
Analytical-quality Elo
Claude Fable 5 max
56%
1764
GPT-5.6 Sol max
42%
1592
GDPval
Occupation-shaped deliverables against a human or model reference. A knowledge-work bound with its own harness caveats, not a product score.
Third-party leaderboard · not an Antidote run · not a product score
GDPval-AA Elo, Claude Fable 5
Artificial Analysis Fable 5 article, 9 Jun 2026. Elo is not a win rate. GPT-5.6 Sol (max) is described in the 9 Jul 2026 article as scoring similarly on GDPval-AA v2; that is not a copied Elo. Not the OpenAI GDPval paper protocol and not an Antidote run.
System
GDPval-AA Elo
Claude Fable 5 max
1932
How to read the published benchmarks
There is no honest public floor for brief-plus-pack deck generation, and this report does not pretend one. AA-Briefcase bounds adjacent multi-file knowledge work in a third-party harness — rubric and presentation quality kept separate — and GDPval bounds occupation-shaped deliverables. Neither is a Perceptis score.
A July 2026 third-party assessment is read as dated third-party evidence: thirteen-family artifact measurement against a style key, decisive measure unstabilized. Its results are not our measurements; derived edit floors are labeled modeled and inherit the three-brief scope.
Current systems, cost, and harness
Official list prices observed 8 August 2026 bound the model bill only. They are not a product subscription and not full cost per accepted output. The ladder is an illustrative bundled contrast: a small scaffold and a heavy scaffold are different systems. The bars are a design sketch, not a product score. Full cost still has to include failed attempts and reviewer minutes.
List price per million tokens
Official list prices observed 8 August 2026 from provider catalogs. USD per million input / output tokens. Cache, tools, long-context, and service-tier charges are not included.
Model
Slot
Input
Output
GPT-5.6 Sol
Frontier
$5.00
$30.00
GPT-5.6 Terra
Balanced
$2.00
$12.00
GPT-5.6 Luna
Economic
$0.20
$1.20
Claude Fable 5
Frontier
$10.00
$50.00
Claude Opus 5
Frontier
$5.00
$25.00
Claude Sonnet 5
Balanced
$3.00
$15.00
Claude Haiku 4.5
Economic
$1.00
$5.00
Grok 4.5
Challenger
$2.00
$6.00
What a harness can change
Illustrative condition ladder on deliverable-shaped work, not brief-plus-pack deck generation. A raw slide model, a Briefcase-shaped harness, and a claim check are different systems. The bars are a design sketch. They are not a Perceptis score.
A strong artifact harness is still a weak decision harness
The failure mode that matters for Perceptis is treating a production-mechanics lead as partner-readiness. A deck can ship titled charts and still fail a claim-to-source check.
Mapped onto this report's comparison set, the bake-off ran the vendor surface and one raw-model add-in cell, screened out two others, with no human-build cell and no isolated comparisons. Thirteen families against a style key measure production quality well. They cannot say a deck's content is true, and they cannot attribute the visual lead to anything separable from the renderer. The pairs that would price the product: the same briefs with a compression pass bolted onto each system; a claim check bolted onto each; and an analyst-plus-template cell for the human floor.
Operating economics
Two different repair bills, neither priced
Twelve slides per deck. At the published rates (modeled), a Perceptis deck arrives with about 5.5 slides failing concision, 5.3 failing density, and 3.2 overclaiming; the comparator's with about 1.8, 2.4, and 1.9 — but also with 1.5 visuals against 8, so its repair is building six or more visuals rather than trimming prose. These are floors derived from artifact rates: they exclude the claim-check pass, which the unstable support measure makes mandatory for both systems.
The buyer estimand is reviewer minutes to a deck the partner will present, including the claim-check pass, at all-attempt cost. No system's minutes are measured anywhere. A compression pass and a claim check are cheap harness layers; whichever side ships them first erases the other's published lead. That is a reason to price the category's direction of travel, not the current artifact gap.
Defensibility
An execution lead with a decay clock, on a surface Microsoft owns
The screening result is the most structurally loaded cell in the bake-off: the incumbent bundle could not carry a brief and source pack to a finished deck in July 2026. Today the entire moat is that Perceptis does the end-to-end job reliably at all. That is an execution lead, dated and version-specific. PowerPoint is the customer's surface; Microsoft and the model labs ship into it by default, and the comparator that tied or beat Perceptis on the message and evidence layers is an add-in inside it.
There is no exclusive corpus: briefs and source packs are the client's, and the style key is the industry's own deck corpus. Vendor materials describe editable PPTX output, template support, add-in, API, MCP, and managed quality-control features. No export test establishes portability, services dependence, or defensibility.
Current marketing and posted terms appear to describe different training rights. Without an executed DPA, lawful reuse remains unknown. Confidential client material should remain out of the product until updated terms and plan-level behavior resolve the conflict.
Defensibility
A deck factory on the customer's own surface. The July 2026 bake-off gives it a production-mechanics lead and an unstable evidence measure. The incumbent bundle failed at screening, which is a clock, not a wall.
Dimension
Rating
Judgment
Missing evidence
Data rights
Exposed
Briefs, source packs, and finished decks are the client's. Template memory derived from client work would need rights nobody has shown.
Client terms on deck and template reuse.
Exclusivity
Exposed
The style reference is the consulting industry's own deck corpus. Nothing scarce enters the system.
Any input a frontier add-in cannot reach.
Rebuild difficulty
Conditional
The renderer and editable-diagram system is real engineering — every Perceptis diagram editable against none for the add-in — and reconstructable in kind by a funded team or by the surface's owner.
Rebuild-time estimate and a dated rerun against the add-in cohort.
Freshness
Open
Template and chart-library currency is unobserved. Edit telemetry could be a label stream; rights unshown.
Edit-capture terms and a quality curve.
Switching cost
Conditional
Firm templates and brand systems are the plausible embed. Unobserved as retention.
Retention and template-migration observations.
System of record
Exposed
PowerPoint is the record surface for the deliverable, and it belongs to Microsoft.
Nothing recoverable here; the surface is not the vendor's to own.
Integrations
Conditional
PPTX-native output is the integration. It is also the bundle's home turf.
Whether anything beyond files accumulates on the vendor's side.
Network effects
Exposed
One client's decks do not improve another's without reuse rights.
Any cross-client claim would need rights and a measured increment.
Trust and compliance
Conditional
89.8% of slides carry a source note while claim support would not stabilize: the surface signals more verification than has happened. Off-source honesty at 92% is the genuine trust cell.
A stabilized claim-support rate across briefs.
Distribution
Conditional
Deal-team and consulting distribution, against an add-in that ships inside the suite with the platform's own distribution.
Win/loss versus in-suite add-ins at renewal.
Services dependence
Open
Perceptis explicitly offers an Enterprise service combining AI generation with human quality control by ex-consultants. That does not establish human involvement in self-serve plans or in the assessed decks.
Plan-level services share, human minutes, escalation rate, and whether assessed decks used managed quality control.
Rate of improvement
Conditional
The screening gap — the incumbent bundle could not finish the job in July 2026 — is the velocity question in one cell. It decays at the platform's release cadence.
Dated screening reruns.
How AI can compete
Replacement, a new AI product, a platform bundle, cheaper labor, and a customer building it themselves are different risks. They are not averaged into a score.
Mechanism
Assessment
Direct replacement
Claude for PowerPoint tied on structure, led on message economy and argument soundness, lost on visuals. A compression pass and a claim check are the cheap harness layers that would move the remaining columns.
New AI product
Brief-to-deck is a rebuildable pipeline. The style key came from public strategy-firm decks; the generation layer is frontier by construction.
Platform bundle
The material exposure. PowerPoint's owner failed screening in July 2026 and ships the surface, the distribution, and the add-in competitors. The lead is measured in release cycles.
Labor compression
Deck production is the billable layer consultancies already squeeze. If claim checks clear, production hours compress — value to buyers, pressure on the vendor's pricing unit.
Customer builds it
Consultancies own the reference decks, the templates, and the juniors. An in-house pipeline over a frontier add-in is the natural build; the bake-off's comparator cell is what insourcing looks like on day one.
Data flywheel
A flywheel needs every step below. On this evidence it is unproven. Having data is not the same as being allowed to reuse it, and reuse is not the same as a measured quality gain.
Link
Status
Note
Unique data
Vendor-stated
Template and layout memory is the declared exhaust. Rights and uniqueness unshown.
Permission to reuse
Open
Current marketing says no training, but the posted 2025 terms permit input use for customer-facing derivative models unless the user opts out and grant a separate output license. Updated terms or an executed DPA must resolve the conflict.
Reliable feedback
Open
No audited edit-capture labels.
Proven quality gain
Open
No paired result across releases on frozen briefs.
Better outcomes
Open
No claim-support rate stabilized; no reviewer-minute result exists.
More usage or data
Open
Retention is unobserved.
What public sources resolve
Public filings and vendor documentation can settle some structural questions. They cannot replace a test on the live product.
Question
Conclusion
Still open
Do human designers or consultants touch delivered decks?
Perceptis explicitly offers an Enterprise service combining AI generation with human quality control by ex-consultants. This is not the published workflow for every self-serve plan.Perceptis product overview; Pricing
Plan-level service mix, human minutes, escalation rate, correction categories, and whether the assessed decks used the managed service.
Does Perceptis contractually guarantee no training on customer data?
The public record conflicts. Current marketing says no training, while posted terms permit input use for Perceptis derivative models unless the user opts out and grant a separate output license.Perceptis product overview; Terms of Service
Updated terms expressly superseding the training clause, a signed DPA and order form, plan-level opt-out behavior, provider terms, and deletion evidence.
Are output and template memory locked into a proprietary viewer?
Perceptis declares native editable PowerPoint output, customer-template support, a PowerPoint add-in, API, and MCP connector. Output-format lock-in is therefore bounded, not absolute.Perceptis product overview; Pricing
Export-fidelity tests, knowledge-base export, template reconstruction time, and comparisons with in-suite add-ins.
Required comparisons
A decision-grade test would run these side by side. None has been run here.
Comparison
Note
Current workflow
No consultant-built deck cell exists. The bake-off's reference library is a style key, not a paired human cell.
Generic model
Claude for PowerPoint is the surviving frontier cell in the bake-off. Copilot and a GPT plug-in failed screening; a version-dated observation.
Named competitor
No declared generic brief-to-deck pipeline with a frozen template and budget exists in any record.
This product
Six Perceptis decks per brief across three briefs exist in the bake-off, scored on artifact properties and a style key.
Isolated changes
No template-memory, source-pack, compression-pass, or claim-check comparison exists.
Open claims
Each claim stands on its own. They are not averaged into a moat score. Thirteen score families are not averaged into a winner. Source notes are not verification. The incumbent bundle's screening failure is a dated observation, not a moat. Time-saved claims wait on a human comparison.
Claim
Status
What is still missing
Visual construction leads the frontier add-in.
Vendor-stated
Whether the lead survives a compression pass and a claim-check pass, the two edits every deck needs anyway.
Claim-level support. Source-note presence is a formatting discipline; the support measure did not stabilize across briefs.
Brief-following is a category competence floor, not a demonstrated differentiator.
Judgment
A dated rerun across a larger brief population and an authorized product cell.
The product saves time versus an analyst build.
Open
Reviewer-minute measurement. Published slide rates put a floor of roughly five of twelve slides needing rewriting before the claim-check pass starts.
Vendor materials describe editable PPTX export, customer-template support, a PowerPoint add-in, API, and MCP access.
Open
Captured source evidence, export-fidelity testing, knowledge-base export, template reconstruction time, and a paired in-suite add-in comparison.
Customer data is not used to train Perceptis models.
Open
Current no-training marketing conflicts with posted 2025 terms permitting derivative-model training unless the user opts out. Updated terms or an executed DPA must resolve it.
The screening failure of the incumbent bundle is durable.
Judgment
A dated rerun. Copilot failing the end-to-end job in July 2026 is version-specific and decays at the platform's release cadence.
What this report does not conclude
Claim-to-source support for either system; the published measure is directional
A winner between Perceptis and Claude for PowerPoint
Reviewer minutes or cost per accepted deck
Durability of the screening failure of Copilot and the GPT plug-in
Template or workflow lock-in
Any time-saved claim against an analyst build; no human cell exists
What would settle these questions
Authorized Perceptis access, exportable PPTX, and a frozen price card.
Sealed briefs with claim-support keys: every deck claim traced into its cited source by a qualified reviewer.
An analyst-plus-template human cell on the same briefs for the floor.
Compression-pass and claim-check isolated comparisons bolted onto both systems, one change at a time.
Reviewer-minute measurement to a partner-presentable standard, all attempts counted.
A dated screening rerun of Copilot and the plug-in cohort before any durability story.
Retention and template-migration observations before any lock-in story.
Sources
Terms of ServiceWhiteboard Intelligence, Inc. · Official contract · 23 September 2025
Perceptis' posted terms say third-party cloud and LLM providers process inputs and grant Perceptis rights to use inputs to train customer-facing derivative models unless the user opts out. Output receives a separate service-improvement and marketing license.
The terms predate the August 2026 product and may be superseded by an enterprise DPA or order form, but no public superseding contract was accessible. The conflict blocks a clean no-training conclusion.
Perceptis declares editable PowerPoint output, a PowerPoint add-in, API and MCP access, tenant isolation, no training on customer data, and an Enterprise service that combines AI generation with human quality control by ex-consultants.
Vendor description. The no-training statement conflicts with the posted 2025 terms, which permit input use for Perceptis derivative models unless the user opts out. Human quality control applies to a named Enterprise service, not every self-serve deck.
PricingPerceptis · Official product documentation · 19 August 2026
Perceptis publishes a free tier, individual monthly tiers, slide limits, editable PowerPoint export, source tracking, a knowledge base, API/MCP integrations, and separate enterprise capabilities.
List price and plan limits are commercial terms, not full cost per accepted deck or proof of output quality.
An ex-McKinsey presentation practitioner rated Perceptis strongest for raw output quality in one five-tool test while still reporting substantial editing and hallucinated content.
One brief, no blinded scoring, no timing-normalized acceptance test, and a reviewer with a related template business. The test predates later add-in and template changes.