Zephior vs AutogenAI
Take the draft all the way into the buyer’s files.
Choose Ziva when document production is the bottleneck after analysis and writing. She can complete and revise original files, create related deliverables and carry your company’s working instructions across bids. AutogenAI also covers qualification and review, so breadth alone is not the advantage.
Where Ziva makes the difference
Get more of the work off your team’s desk.
Delegate the finishing as well as the wording
Ziva can edit the buyer’s Word document, work in the original spreadsheet and build a presentation or PDF alongside them. Ask her to change tables, layout, formulas and visuals as required. The outcome is a working package your team can review, with less reconstruction after drafting.
Make the next bid start with your working standards
Retain company terminology, formatting preferences and repeatable preparation steps with Ziva. Combine them with approved evidence for the current opportunity. This goes beyond asking for a similar writing tone: the instructions can govern how the files and recurring tasks are produced.
Turn preparation findings into working controls
Ziva can create an editable readiness tracker, task board or risk register beside the response. Owners and current status stay available to the agent as the team works. That turns a review finding into preparation the team can carry through, with source-scoped access and accepted file history.
Where each fits
Start with the job you need done.
Consider AutogenAI for
A proposal function that wants dedicated qualification, narrative-writing and review tools across enterprise, grant or government response work.
Choose Zephior for
A supplier that needs a connected route from opportunity search to response production and wants the option to commission bid execution.
A broad proposal workflow
AutogenAI’s product is organized around qualification, management, writing, research and review. Its scope extends well beyond a text generator.
AutogenAI product overview(opens in a new tab)Requirement extraction
Extract addresses RFP requirements and qualification. Include that work in a serious comparison rather than testing only first-draft writing.
AutogenAI Qualify and Extract(opens in a new tab)Dedicated proposal review
Gamma Review is a named part of its proposal workflow, alongside management and writing tools.
AutogenAI Gamma Review(opens in a new tab)Across the bid lifecycle
Follow the work, stage by stage.
Compare the published scope with the work your team needs. A capability to verify is an evaluation question, rather than proof a product cannot do it.
Discover
Find the next opportunityResearch tools inform proposals. Separately establish coverage for finding live procurement opportunities in your markets.
AutogenAI product overview(opens in a new tab)Search supported public procurement markets with Discover and receive company-specific monitoring through Intelligence.
Qualify
Decide where to investExtract supports requirements analysis and assessing whether a request fits the company.
AutogenAI Qualify and Extract(opens in a new tab)Assess relevance, requirements and evidence gaps. A preliminary Intelligence recommendation is distinct from a complete tender-document audit.
Pursue
Shape the bid strategyProposal outlines and progress management support team execution. Specify who owns capture strategy and specialist bid work.
AutogenAI proposal management(opens in a new tab)Bring in Zelius for pursuit sparring, bid strategy, specialist coordination and a scoped delivery plan.
Remember
Reuse company evidenceWriting and research use the company’s knowledge library and other sources.
AutogenAI product overview(opens in a new tab)Turn existing documents and diagrams into reusable company evidence. Select the sources for each bid, review proposed knowledge changes and carry company terminology and working instructions into later assignments.
Respond
Produce the actual filesPurpose-built writing tools support narrative proposal development.
AutogenAI product overview(opens in a new tab)Give Ziva the buyer’s original files and the outcome. She can fill workbook cells, revise document content and layout, build calculations and prepare related Word, Excel, PDF and presentation deliverables.
Review and deliver
Move to approved outputGamma Review supports the review stage before a submission-ready response.
AutogenAI Gamma Review(opens in a new tab)Keep source-scoped reviewers, comments and accepted document history beside production. Review and restore prior accepted versions. Zelius can handle separately agreed submission work with customer approval and authority.
Zephior combines separately purchasable software and managed services. Customer decisions, declarations, pricing and final approval remain with the customer. Product access and service scope follow the chosen plan and agreement.
Pricing and ownership
Price the work completed, not just the subscription.
AutogenAI
The reviewed AutogenAI product pages direct buyers to a demonstration. They do not establish a numeric subscription price for the scope described here. Obtain the proposed user, product, support and contractual terms directly.
AutogenAI product overview(opens in a new tab)Zephior
Ziva Projects starts at CHF 500 per month for one Project Key with unlimited users and company knowledge within one organization. Independent Intelligence starts at CHF 199 per month for one country. Zelius managed work uses a separately agreed scope and fee.
See current Zephior pricing ↗Compare the price of the actual team and response workload, plus discovery and outside bid expertise if you need them. Separate onboarding support from responsibility for producing a live bid.
Published prices are starting points, not like-for-like quotes. Confirm currency, taxes, billing period, scope and current terms with each provider.
Make the evaluation useful
Bring a tender your team knows.
Use a past submitted tender as a benchmark, or a suitable live package. Compare the evidence, the final output and the work left for your team.
Begin with qualification
Bring a tender with a mandatory eligibility condition and weighted quality criteria. Ask for the requirement source, the company evidence and the reason to proceed or hold.
Review the evaluator’s question
Test whether a narrative answers each part of a scored question and supports the claims. Compare the reviewer changes rather than relying on how polished the prose sounds.
Build the accompanying files
Add the actual pricing workbook, declaration forms and presentation. Record what the proposed software or service completes and what your team must still assemble.
Assign the human work
Identify who owns research, strategy, expert coordination, commercial decisions and final approval. Test whether the proposed engagement removes the bottleneck you are trying to solve.
Questions before you choose
A closer look.
Does AutogenAI support qualification and review?
Yes. Its public product workflow includes Extract for qualification and Gamma Review, alongside proposal management, writing and research. Those capabilities should be part of the evaluation.
AutogenAI product overview(opens in a new tab)AutogenAI Qualify and Extract(opens in a new tab)AutogenAI Gamma Review(opens in a new tab)Which option suits a team without proposal capacity?
Evaluate the work you can delegate, not only the writing interface. Zelius can take on scoped managed bid preparation and coordination while the customer retains pricing, factual declarations and final approval.
Is Zephior only for public tenders?
No. Projects also supports RFPs, RFIs, DDQs, security questionnaires and comparable response work. Intelligence is the separate product for opportunity discovery and monitoring.
Sources and comparison method
Reviewed 19 October 2026. Competitor descriptions use the official product and pricing sources below. These are published capabilities, not results from a controlled product trial. Zephior publishes this comparison and has a commercial interest in your choice. Workflow recommendations are our assessment.
- AutogenAI product overview ↗(opens in a new tab)
- AutogenAI Qualify and Extract ↗(opens in a new tab)
- AutogenAI proposal management ↗(opens in a new tab)
- AutogenAI Gamma Review ↗(opens in a new tab)
For Zephior’s current offer, see Ziva, Zelius and pricing. Ask us to demonstrate any requirement that is essential to your decision.
Your next opportunity
Bring the work.
See how far Zephior takes it.
Discuss your markets, a representative tender and the parts your team wants to hand over.